WO2002084990A2 - Digital video protection for authenticity verification - Google Patents
Digital video protection for authenticity verification Download PDFInfo
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- WO2002084990A2 WO2002084990A2 PCT/IL2002/000291 IL0200291W WO02084990A2 WO 2002084990 A2 WO2002084990 A2 WO 2002084990A2 IL 0200291 W IL0200291 W IL 0200291W WO 02084990 A2 WO02084990 A2 WO 02084990A2
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- frame
- embedding
- video
- signature
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/60—Protecting data
- G06F21/64—Protecting data integrity, e.g. using checksums, certificates or signatures
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/60—Protecting data
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/60—Protecting data
- G06F21/602—Providing cryptographic facilities or services
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T1/00—General purpose image data processing
- G06T1/0021—Image watermarking
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/46—Embedding additional information in the video signal during the compression process
- H04N19/467—Embedding additional information in the video signal during the compression process characterised by the embedded information being invisible, e.g. watermarking
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N5/00—Details of television systems
- H04N5/76—Television signal recording
- H04N5/91—Television signal processing therefor
- H04N5/913—Television signal processing therefor for scrambling ; for copy protection
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N5/00—Details of television systems
- H04N5/76—Television signal recording
- H04N5/91—Television signal processing therefor
- H04N5/913—Television signal processing therefor for scrambling ; for copy protection
- H04N2005/91307—Television signal processing therefor for scrambling ; for copy protection by adding a copy protection signal to the video signal
- H04N2005/91335—Television signal processing therefor for scrambling ; for copy protection by adding a copy protection signal to the video signal the copy protection signal being a watermark
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N5/00—Details of television systems
- H04N5/76—Television signal recording
- H04N5/91—Television signal processing therefor
- H04N5/913—Television signal processing therefor for scrambling ; for copy protection
- H04N2005/91357—Television signal processing therefor for scrambling ; for copy protection by modifying the video signal
- H04N2005/91364—Television signal processing therefor for scrambling ; for copy protection by modifying the video signal the video signal being scrambled
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N9/00—Details of colour television systems
- H04N9/79—Processing of colour television signals in connection with recording
- H04N9/80—Transformation of the television signal for recording, e.g. modulation, frequency changing; Inverse transformation for playback
- H04N9/804—Transformation of the television signal for recording, e.g. modulation, frequency changing; Inverse transformation for playback involving pulse code modulation of the colour picture signal components
- H04N9/8042—Transformation of the television signal for recording, e.g. modulation, frequency changing; Inverse transformation for playback involving pulse code modulation of the colour picture signal components involving data reduction
Definitions
- the present invention relates to digital video and, more particularly, to a means of incorporating therein and extracting hidden information for authenticity verification.
- Verification is particularly needed in courts of law, where such records may be tendered as evidence.
- a mechanism is therefore required to authenticate and verify information and to detect fabrication of, or tampering with evidence.
- Media tampering refers to any manipulation of media that modifies its content, e.g. image blurring or cropping, and frame eliminating or reordering.
- the present invention is concerned with recorded video from a variety of systems, such as security CCTN.
- NICE-Vision® video recording system (NICE Systems Ltd., Ra'anana, Israel), which performs compression of analog video channels and digitally saves the compressed data (in accordance with the H.263+ standard) on disks that can be accessed and played back, as required.
- a watermark is an identifying piece of information (an author's signature, a company logo, etc) embedded into a medium (image, audio, video, etc).
- a digital watermark is intended to maintain its identifiability, regardless of subsequent processing of the message data, and to be robust enough to survive at least to the point where the message, itself, becomes unusable.
- Digital watermarks are normally intended for copyright protection, whereby it is difficult for an attacker to remove or destroy the watermark without
- watermarking schemes are designed to exploit properties of the human visual system to provide a transparent watermark. It is noted therein that watermarks inserted into the high (spatial) frequency parts of a picture are most vulnerable to attack, whereas watermarks in low-frequency areas are perceptually significant and sensitive to alterations. The article indicates important issues that must be taken into account when watermarking video sequences, such as frame
- VLC variable-length code
- DCT Discrete Cosine Transform
- Vynne, Thorbjorn, Jordan, and Frederic discuss embedding of a digital signature in a digital 5 video stream for watermarking purposes (Embedding a digital signature in a video sequence, US Pat. No. 5 960 081, which is incorporated by reference for all purposes as if fully set forth herein), by embedding into the x- and y-coordinates of motion vectors.
- the method includes hybrid selection criteria to avoid objectionable visible artifacts and a method of avoiding problems that arise when fewer than 16 suitable picture blocks and/or vectors are available in a 0 frame to embed the 32 bits of the signature.
- the system described was implemented on a CRAY T3D massively parallel supercomputer, where a near-real-time (5 frames per second) embedding of the signature was obtainable.
- Video compression reduces the amount of data needed to represent a video sequence so as to 5 enable faster and cheaper transmission through communication links as well as more efficient storage.
- Video compression techniques achieve compression by taking advantage of statistical redundancies in video data, including:
- the TMN-8 Video Codec University of British Columbia, Canada H.263+ video codec is the preferred video compression method used in the present invention. This should not be taken to restrict the scope of the current invention.
- ITU-T H.263+ (H.263+ in brief) is a low-bit-rate, video-coding standard used in applications, like video telephony and video conferencing, to provide adequate picture quality where communications channels limit transmission rates.
- H.263+ Video coding at low bit rates, IEEE Transactions on circuits and systems or video technology, vol 8, No 7, November 1998, and in ITU-T H.263 Recommendation, Video coding for low bit rate communication, Geneva, March 1996, both of which are incorporated by reference for all purposes as if fully set forth herein.
- Visual information contained in a picture frame is represented at any point in the spatial domain by one luminance component, Y, and two chrominance components, Q and C r .
- the luminance component of a picture is sampled at a specific resolution, specified by H.263+, while the chrominance components are relatively down-sampled by a factor of two in both horizontal and vertical directions.
- Figure 1 depicts the spatial relationship of luminance and chrominance components (each chrominance dot represents two values, , and C r ) in H.263+. It is seen that chrominance components are interleaved with the luminance components. Using one common C b sample and one common C r sample for every four Y samples, in this way, reduces psycho-visual redundancy.
- Pixels of a digital video frame may be conveniently grouped into segments containing a plurality of pixels. Tracking segments between frames can considerably reduce calculation when members of a segment move together, so that all that is needed is to define a segment and a single motion vector that shows how the segment has moved between successive frames.
- An Inter segment is a segment, the location whereof is predicted from a previous frame; an Intra segment is a segment that is not so predicted.
- each frame of an input video sequence is divided into macroblocks (the segments for this system), each consisting of four luminance (Y) blocks followed by a , block and a C r block.
- Each block consists of 8 pixels x 8 lines, as illustrated in Figure 2.
- the H.263+ standard supports inter-frame prediction based on motion estimation and compensation.
- Two coding modes are applied in the coding process:
- Intra mode wherein a frame is encoded without regard to any preceding frame. Frames encoded in intra mode are called I-frames. The first frame in any sequence is encoded in intra mode and is called an Intra frame.
- Inter mode wherein predicted motion is employed to derive a succeeding frame from a preceding frame. Only prediction error frames are encoded, i.e. the difference between an actual frame and the predicted frame thereof. Frames that are encoded in inter mode are called P-frames. Inter blocks and Inter macroblocks are respectively blocks and macroblocks having a position thereof so predicted. A P-frame may also include Intra macroblocks, which are encoded the same as a macroblock in an I-frame.
- a block-diagram representation of a typical H.263+ encoder is shown in Figure 3.
- the first operation compares an incoming frame with an immediately preceding frame by subtracting (30 in Figure 3) the latter from the former so that unchanged areas of the picture need not be encoded again, thereby saving bandwidth.
- Motion prediction is used to minimize temporal redundancy.
- a new current frame is predicted from an immediately preceding frame, by estimating where moving areas have moved to (motion estimation) and allowing for this movement (motion compensation).
- Each macroblock in a current frame is compared with a shifted macroblock from the previous frame to find the best match.
- the shift size is restricted to a predefined search area, called a search window. After finding the best match (the most similar macroblock), a motion vector of two components is all that is needed to represent the macroblock's displacement from the previous frame.
- the H.263+ encoder transforms pictures to a 'spatial frequency' domain by means of a Discrete Cosine Transform (DCT), in DCT module 32.
- DCT Discrete Cosine Transform
- the purpose is to minimize spatial redundancy by representing each 8x8 block by as few coefficients as possible.
- the DCT is particularly good at compacting the energy in a block of values into a small number of coefficients so that relatively few DCT coefficients are required to recreate a recognizable copy of the original block of pixels.
- a blank homogeneous background can be represented by a single coefficient, the DC coefficient, whereas in the spatial domain, where each pixel is represented separately, the representation is clearly far less compact.
- the DCT is simple, efficient, and amenable to software and hardware implementation.
- the DCT for an 8x8 block is defined by: ⁇ (2i + ⁇ )m ( ⁇ (2i + V)n
- the inverse DCT (IDCT) for an 8x8 block is given by:
- the DCT and IDCT are lossless, i.e. there is no loss of information when using perfect accuracy.
- the coefficients are quantized, i.e. stored as integers, by truncating the non-integer part of each, 33. Some information is lost thereby, which causes differences between original and reconstructed data.
- the first coefficient in a block of DCT coefficients is the DC coefficient, which contains the average value of the pixels within the block.
- the other coefficients in the block represent the various 2D spatial frequencies. Since adjacent pixels usually carry values close to one another, it is to be expected that, in intra frames, the high-frequency coefficients will contain
- Quantizer module 33 reduces the precision of each DCT
- the encoder After inverse quantization in inverse quantizer module 34, and a subsequent IDCT process in inverse DCT module 36, the encoder holds a reconstructed frame in a memory 38 and the prediction process ensues.
- Entropy coding encodes a given set of symbols with the minimum number of bits required to represent them.
- a priori statistics is used for allocating shorter code words to coefficients and motion vectors that have higher probability of occurrence, and longer codes for infrequently occurring values. For example, the zero-motion vector (0,0) is coded as a one-bit word, since it is very likely to appear. This increases coding efficiency and provides lossless compression as the decompression process regenerates the data completely.
- the quantized DCT coefficients of a macroblock are rearranged from an 8x8 matrix into a one-dimensional array. In H.263+ among others, this is done by scanning the matrix diagonally in zig-zag fashion, as shown in figure 4. This rearranges the coefficients according to spatial frequency, from lowest frequency (DC) to highest.
- the array is encoded using run-length coding (RLC) triplets: (LAST, RUN, LEVEL), each triplet being known as an RLC event.
- RUN is defined as the distance between two non-zero coefficients in the array.
- a standard H.263+ decoder is essentially the inverse of an H.263+ encoder, and is illustrated in Figure 3.
- the main functions are:
- variable-length codes that make up the H.263 bitstream are decoded 301 in order to extract the coefficient values and motion- vector information.
- ICT Inverse Discrete Cosine Transform
- the difference values are added to a reconstructed area from the previous frame to compensate for those macroblocks that have moved since the previous frame 305 and other changes, such as light intensity and color, 304.
- the motion vector information is used to pick the correct area (the same reference area that was used in the encoder).
- the result is a reconstruction of the original frame that, as already noted, will not be identical to the original because of the "lossy" quantization stage, i.e. image quality will be poorer than the original.
- the reconstructed frame is placed in a frame store 306 and it is used to motion-compensate the next received frame.
- DES Data Encryption Standard
- the standard provides a mathematical algorithm for encryption and decryption of blocks of data consisting of 64 bits under control of a 56-bit key. (Actually, the key consists of 64 binary digits of which 56 bits are randomly generated and used directly by the algorithm. The remaining 8 bits, which are not used by the algorithm, are used for error detection.)
- the encryption and decryption processes are almost identical except for using an altered schedule for addressing the bits in the key. Decryption may be accomplished only by using the same key as used for encryption. Both the encryption and decryption processes feature input and output block sizes of 64-bit words.
- the key size in each case, is 56 bits, extracted from a 64-bit word.
- DES properties include:
- the present invention preferably uses only one of them, the cipher block chaining (CBC) mode.
- CBC cipher block chaining
- each encryption operation depends on the immediately preceding block. Before a block is encrypted, it is XOR-ed with the encrypted version of the previous block. This mode is applicable when encryption a long data sequence into a single cipher word.
- the CBC operation mode is illustrated in Figure 5.
- a first block B * ** which consists of 64 bits, is encrypted using DES with a key, denoted by Ki.
- the resultant output, Ci is XOR-ed ( ⁇ ) with the next data block, B 2 .
- the XOR-ed word is DES encrypted with key K 2 , and so on.
- a cipher block of 64 bits, C Compute is obtained.
- embedding information in the LSB might involve loss of original information in the LSB. If the embedded bit has the same value as the LSB of the original number, no error is caused since the original value of the number is preserved; if the respective bits differ, then some original information is lost, irretrievably. Therefore, in general, there is no way of exactly reconstructing the original information.
- the advantage of embedding in the LSB is that minimal error is caused thereby, as compared with embedding into more significant bits. Moreover, as the absolute value of an original number increases, the proportional error decreases. Therefore, it is preferable to embed into numbers of high absolute value rather than numbers with low absolute value. In practical terms, the visibility of a digital signature to the naked eye is reduced as the proportional error is reduced.
- a method for verifying an authenticity and integrity of an ordered sequence of digital video frames including respective data, the digital frames including Inter frames and Intra frames both including segments, the segments of the Inter frames including Inter segments and Intra segments, the segments of the Intra frames including Intra segments, the method including the steps of: (a) providing at least one secret key; and (b) protecting the sequence by embedding a respective calculated digital signature in at least one video frame to produce a protected sequence: (i) each calculated digital signature being dependent on the data of another video frame; and (ii) each calculated digital signature being generated using one secret key.
- an ordered sequence of digital video frames the sequence being compressed according to a video compression standard, the sequence including at least one Intra frame and the frames including segments, a method of predicting a plurality of highest-textured segments in a frame including the steps of: (a) counting non-zero transform coefficients in each segment of one of the at least one Intra frame; and (b) selecting a plurality of segments having the highest counts of the transform coefficients.
- a method of protecting an authenticity and integrity of an ordered sequence of digital video frames including the steps of: (a) compressing the frames according to a transform-based video compression standard; and (b) for at least one frame: (i) embedding bits of a digital signature in respective transform coefficients of the at least one frame, and (ii) prior to said embedding, predicting a number of mis-embeddings of the bits.
- an apparatus for embedding digital signatures into a sequence of digital video frames including: (a) a video encoder for compressing and encoding the input sequence to produce a compressed and encoded sequence; (b) a digital-signature-generation unit for generating a digital signature for embedding into the frames of the compressed and encoded sequence; (c) an embedding-pattern-generation unit for generating an embedding pattern; (d) a signature-embedding unit for embedding the digital signature into the frames of the compressed and encoded sequence according to the embedding pattern.
- an apparatus for authenticating and verifying respective embedded digital signatures in an input sequence of digital frames including: (a) a video decoder for decompressing and decoding the input sequence, thereby providing a decompressed and decoded sequence; (b) a stream-signature generation unit for calculating a digital signature for each frame of said decompressed and decoded sequence; (c) an embedding pattern generating unit for generating a respective embedding pattern for each frame of the decompressed and decoded sequence to point to a location, in each frame, of the respective embedded digital signature; (d) a frame signature extracting unit for extracting the respective embedded digital signature from each frame of the decompressed and decoded signature in accordance with the respective embedding pattern; and (e) an authenticity- verification unit for determining an authenticity and veracity of the decompressed and decoded sequence.
- the present invention successfully addresses the shortcomings of the presently known configurations by providing a means of verifying the authenticity and the integrity of a recorded video sequence compressed
- the present invention discloses an innovative approach to the use of digital signatures for 10 protecting the authenticity of individual video frames of a sequence by incorporating into the digital signatures both secret digital keys and the video information contained in the individual frames that are to be protected.
- the method also protects the integrity of the order of the sequence.
- Using the Data Encryption Standard for signature generation and decoding gives high sensitivity to tampering and ensures high reliability [ 5 of authenticity verification.
- a particular feature of the present invention is that motion depicted in the frames is used to camouflage the embedded digital signatures and, importantly, when little or no motion is involved, an alternative innovation employs high-texture areas of the scene to achieve the same end. The outcome is that detection of the digital signatures is extremely difficult, even for those who are aware that the signatures are embedded.
- a further innovation of the invention is of a simple method of determining high-texture areas utilizing a simple count of energized (t.e. non-zero) DCT coefficients instead of high-calculation intensive variance calculations thus saving time.
- a high-texture area is, to a good approximation, an area having a high count of energized coefficients.
- the method of the present invention employs an innovative approach to embedding the digital 0 signatures, dynamic embedding, that is applied in conjunction with embedding patterns and embedding criteria. This involves predicting suitable embedding locations before a particular frame is embedded so that he process is done in a single pass. Other methods require one pass to find suitable locations and a second pass to perform the embedding. Because the method works on a macroblock basis, it requires low memory resources. This results in a particular frame in a sequence being protected by information embedded in a succeeding frame.
- the method is implementable on a digital signal processor and works with a standard video encoder and decoder.
- Embedding takes place in the frequency domain, with due consideration ' of the human visual system. Utilizing compression parameters for hiding digital signatures improves system performance, which is reflected in high-quality video.
- the method of the present invention embeds bits of a digital signature in the coefficients of a Discrete Cosine Transform representation of each video frame of a video sequence.
- the particular coefficients to be embedded are selected to represent areas of the frame that will be most susceptible to camouflaging the embeddings and to meet further embedding criteria ensuring that the proportional error that the signature causes to the embedded coefficient is minimized, thereby further reducing the likelihood of detection or of having an adverse effect on video quality. For this reason, the embedding is done in the least-significant bit of an embedded DCT coefficient, to reduce the proportional error.
- the embedding patterns that guide this process are predicted from preceding frames.
- the application of embedding criteria relating to minimum permitted magnitudes of DCT coefficients, motion vectors, and quantization levels act to minimize embeddings in badly predicted coefficients.
- a default embedding pattern is provided that embeds in the bottom part of a frame, but its use is minimized to reduce the likelihood of signature detection.
- the Inter pattern for use in frames where there is motion
- the Intra pattern for use in frames where motion is insufficient to camouflage embedded signatures
- the Default pattern for where the other two supply insufficient embedding locations.
- the first two embedding patterns are devised so as to select the best candidates for embedding.
- Use of the Intra frame is indicated when it is predicted that there will be insufficient effective embeddings in the following Intra frame.
- An innovation of the method of the invention is a simple means of estimating when this will be the case and involves use of a linear formula having low calculation requirements.
- the method calculates anew from a digital frame a digital signature, using the same method and secret keys as were used in the original encoding, which it compares with a signature it extracts from the succeeding frame.
- Non-identity proves that a frame has been tampered with or inserted, deleted, or re-ordered.
- decoding employs a minimally modified standard decoder and the encrypted video sequence could be replayed on a
- the method is applicable to any transform-based video compression standard and, in the present 5 invention, is illustrated by application to the H.263+ standard.
- the method may be implemented using any suitable encryption algorithm and, in the present invention, is illustrated by use of the Data Encryption Standard ' (DES), in particular incorporating the Cipher Block Chaining (CBC) mode of the DES, although a less calculation-intensive variant is provided to reduce calculation and time needed.
- DES Data Encryption Standard '
- CBC Cipher Block Chaining
- encoding is done at the macroblock level and macroblocks are characterized as Inter macroblocks and Intra macroblocks respectively, according to whether there is motion from the corresponding macroblock in the previous frame or not.
- the present invention takes advantage of this distinction in determing whether or not embedding will occur.
- Fig. 1 shows the relative positioning of luminance and chrominance components in a sampled picture
- Fig. 2 depicts the arrangement of luminance and chrominance blocks in a macroblock
- Fig. 3 is a block diagram representation of an H.263+ encoder and decoder
- Fig. 4 represents the zig-zag order of block scanning
- Fig. 5 shows the cipher block chaining (CBC) mode of the Data Encryption Standard
- Fig. 6 is a schematic diagram of the augmented video encoder of the present invention
- Fig. 7 shows partial detail of the augmented video encoder
- Fig. 8 is a schematic diagram of the augmented video decoder of the present invention
- Fig. 9 shows partial detail of the augmented video decoder
- Fig. 10 represents the division of a bit stream into blocks
- Fig. 11 shows how a digital signature is constructed for a sequence of frames in the DES;
- Fig. 12 shows the raster scanning order for signature embedding;
- Fig. 13 illustrates the process of signature embedding at the macroblock level;
- Fig. 14 shows how frame-dependent signatures are embedded, sequentially, in a succeeding frame; and
- Fig.15 illustrates a dynamic connected list.
- the present invention is of a method of verifying the authenticity and integrity of an ordered sequence of digital video frames. Integrity includes maintenance of frame order and non-deletion and non-insertion of frames while authenticity includes that the visual content of individual frames and details of the recording environment are as originally recorded.
- the invention works without having access to the original recorded data and with minimal added, complexity to the recording and play-back processes.
- the present invention embeds a sequence of data-dependent digital signatures into at least some frames of a sequence of digital video frames and, later, checks the signatures extracted from the recorded media for internal consistency.
- the signature embedded in a particular frame depends upon a secret key and the data-content of another, normally the immediately preceding, frame, except for the first frame of a sequence, in which the embedded signature depends only on a secret key.
- the secret key may be chosen to include data chosen by the operator, as described later.
- the authenticity and integrity of a particular frame are verified by a digital signature extracted from another frame.
- a 64-bit digital signature is embedded into the succeeding frame of the sequence.
- the method of the present invention uses an augmented standard video codec, without compromising the operation and structure thereof; the resultant data still complies with the video standard. Importantly, this is true on the decoder side so that the recorded media can be viewed on any standard decoder.
- the method works in a single-pass, i.e. each frame is processed once only as analysis and coding are done concurrently, and on the fly, i.e. processing occurs at least as fast as data is presented, and is flexible enough to be adjustable to suit available digital video processing power.
- What needs to be verifiable includes: • Whether a given video sequence is as was recorded at a particular time and date, and • Whether a given video stream has been altered since being recorded, including modifying visual content or frame order. An acceptable system will produce minimal visual effects that are indiscernible to the naked eye.
- the method is preferably implementable on a digital signal processor (DSP) and is efficient enough to meet the constraint of real-time operation thereon, i.e. data is processed at least as fast as the rate of arrival, without delay. Another constraint is that the original data (sampled video) is unavailable to the decoder for comparison.
- DSP digital signal processor
- the embedded video complies with the H.263+ video standard.
- An acceptable authenticity verification system incorporates unique characteristics in the recorded data. To guard against tampering from the earliest possible moment, this external information, known as a digital signature, is embedded in the data during the compression process when the video stream is recorded. Verification is performed by checking the integrity of the digital signatures while playing back the data. Altering the media will produce modified or broken digital signatures.
- a unique digital signature is embedded therein during encoding. Subsequently, a decoder verifies the authenticity thereof by checking the integrity of the signature. It is a requirement that tampering cause the embedded signature to differ from the originally embedded signature.
- Cryptographic strength the chances of cracking a signature should be very low, such as is attainable by applying a cryptographic process using secret keys.
- the signature has to be sensitive to any attack against the video stream, i.e. the signature should break in case of media tampering. Therefore, signature generation must rely on the visual data contained in the media, itself. Using a data-dependent signature plays an 0 important role in authenticity verification.
- Embedding a video frame with a signature is tantamount to inserting noise into the video signal, since the signature is not part of the frame — the more embedded data, the greater the destruction of media quality and, at some point, a signature becomes detectable by the '.0 naked eye.
- requiring that the signature in each frame be unique mandates sufficient space for representing enough different code words.
- the present invention includes two main modules: • Augmented Digital Video Encoder - 62 in Figure 6, which receives 60 and compresses 63 a sequence of digital video frames, ... i-1, i, 1+1 ... , into a digital bit-stream complying with a standard such as H.263+ or MPEG, and embeds 66 digital signatures s; into quantized DCT coefficients QDCT to produce a protected, compressed, digital video bit-stream 68; and
- Augmented Digital Video Decoder - 82 in Figure 8 which decodes a compressed digital video bit-stream 80 (e.g. H.263+ or MPEG) into a sequence of video frames 88, and verifies 87 the authenticity thereof. The aim is to determine whether bit-stream 80 is identical with bit-stream 68.
- bit-stream 80 e.g. H.263+ or MPEG
- augmented video encoder 62 embeds 66 a unique 64-bit digital signature s in each frame during encoding.
- the general block diagram of augmented encoder 62 presented in Figure 6, shown processing frame incorporates the video encoder of Figure 3, shown as video encoder 63, and additional units: a digital-signature generation unit 64, an embedding-pattern generation unit 65, a signature-embedding unit 66, and a temporary memory 69.
- the function of the additional components is to generate and embed a 64-bit digital signature in each video frame.
- embedded signature s,- is based on the compressed bit-stream of the immediately preceding video frame i-1, as illustrated in Figure 14 wherein digital signature s,* is shown, collected from the end of processing of frame i-1, and so on.
- Temporary memory 69 stores signature s,* and is subsequently rewritten with signature s l - + ⁇ , and so on.
- Each digital signature s,- is generated using the Data Encryption Standard (DES) crypto-engine, with a secret 64-bit key 61.
- DES Data Encryption Standard
- the secrecy of key 61 which is known only to authorized persons (including both augmented video encoder 62 and augmented video decoder
- a sampled video frame i, divided into macroblocks, is supplied 60 to augmented video encoder 62.
- Digital-signature embedding unit 66 embeds the bits of digital signature s,* in specific locations that are scattered over video frame i, according to an embedding pattern p t , that specifies embedding locations and is produced by embedding-pattern generation unit 65 from the DCT coefficients of the previous frame. Embedding patterns are discussed below.
- Signal qei is also entropy encoded in an entropy encoding module 39 (which, in the present invention, is to be understood as including zig-zag scanning and variable-length coding, as included in the H263+ standard and described earlier) and output as bit-stream 68 as well as passed to digital signature generation unit 64 to generate signal-dependent digital signature si + i to be embedded in succeeding frame i+1, in accordance with the CBC mode of the DES, as depicted in Figure 5. It may be necessary to pad out the bit stream to be a multiple of 64 bits; preferably, in the present invention, zeroes are used for this purpose.
- Bit stream 68 is a protected, compressed, digital bit-stream 68, i.e. a digitally signed, H.263+ compressed video bit-stream.
- the full CBC operation mode of the DES crypto-engine is used to obtain a 64-bit signature, as explained earlier.
- real-time constraints may require some modification of this process, and the present invention makes provision to do so.
- One possibility is to perform fewer DES operations per frame.
- the main disadvantage of decreasing the number of DES operations per frame is weaker protection than in an ideal configuration because XOR-ing different sequences of blocks can yield the same signature, thereby reducing the uniqueness thereof.
- a different key may be used for each DES operation, thereby increasing the number of possibilities for mapping the stream blocks into a single signature.
- the amount of calculating can be reduced by using the following method, as illustrated in Figures 10 and 11.
- the bit stream of a single frame is divided by augmented video encoder 62 into a plurality p of equally sized blocks: Bi, B 2 , ...B* ,..., B p .
- Each block, Bi, ( 1 ⁇ i ⁇ p ), is regarded as a sequence of 64-bit length words:
- each word is concatenated to the following word by an XOR operation in the following manner:
- the secret key used under DES is a matter for choice by the operator of a system and must be protected to prevent unauthorized access to protected data.
- the secret key may be any number and may include data selected by the operator, especially identifying data, including time and date of recording, and channel number that may be necessary if a protected video sequence is to be tendered in evidence during legal proceedings.
- the saved media to be protected is a compressed bit-stream representation of the original video sequence.
- the digital signature is generated over this bit-stream.
- Macroblocks are encoded in raster-scan order, as depicted in figure 12.
- Augmented video encoder 62 encodes (DCT transform 32 - quantization 33 -> entropy coding 39) each macro- block of each video frame i separately.
- the process starts in a dynamic zone 122 (a name given to the uppermost part of a frame i; a reserved area at the bottom of the frame i is a default zone 5 124, see Figure 12) from an upper-left macroblock ('First' in Figure 12), proceeds rightwards to an adjacent macroblock until the upper-right macroblock is reached, then moves to the leftmost macroblock in the second row of the frame, and so forth until the last macroblock at the right end of the last row of the frame.
- a dynamic zone 122 a name given to the uppermost part of a frame i; a reserved area at the bottom of the frame i is a default zone 5 124, see Figure 12
- the 64 bits of digital signature s,* are embedded in the LSBs of 64 quantized DCT coefficients, 10 one bit per coefficient.
- the DCT coefficients are a representation of digitized video frame i in the spatial-frequency domain. Selection of which 64 DCT coefficients to be embedded is an important feature of the present invention.
- Detectability of signatures by the naked eye has to be avoided. Detectability stems from several causes, including: [ 5 • Bad prediction by a pre-determined embedding pattern — in many cases it is not possible to predict accurately where non-homogeneity will occur in a frame * — bad prediction may lead to embedding in homogeneous blocks, such as background, which can easily reveal a digital signature; and
- the main requirement is that the signature be verifiable against the bit-stream, which contains the DCT coefficients of frame .
- the 64 DCT coefficients having the highest absolute values (HDCT) in each frame are preferably embedded, thus minimizing the proportional error caused by the LSB coding, as already discussed; • Only Y (luminance) data blocks are embedded as most of the energy contained in a video signal is found in luminance blocks, which therefore contain (on average) more HDCT coefficients than the Cb and C r (chrominance) blocks;
- DC coefficients of Inter macroblocks are excluded from embedding because the human eye is more sensitive to low-frequency variation than to high-frequency variation and, since the DC coefficient carries the average value of the elements of a block, and since adjacent blocks usually have the same average value, embedding into a DC coefficient might cause an embedded block to be visible to the naked eye in comparison with neighboring blocks.
- Embedding pattern p ⁇ includes a list of pointers to specific locations in video frame i that indicate potential embedding locations, subject to appropriate conditions (embedding criteria) which are discussed below.
- the pointers specify a macroblock number (range dependent on picture size), a block number within the macroblock (0 - 3), and a DCT coefficient number within the specified block (0 -> 63).
- signature-embedding unit 66 searches for a pointer in ?,-. In the case that that macroblock is indicated by p ⁇ , a respective bit is copied from signature s and embedded in the LSB of the quantized DCT coefficient pointed to by pi, subject to the embedding criteria This process is repeated until all 64 bits of signature s,* are embedded.
- Video Frame Types A typical compressed video sequence contains successions of video frames that may each be represented as:
- I I - P ⁇ - P 2 - P 3 - ... - P réelle ; where I represents an Intra frame and the P* are Inter (or difference) frames, as described earlier.
- a particular video sequence may contain a plurality of successions, each beginning again with an Intra frame and known as an Intra cycle.
- Inter embedding pattern an embedding pattern that is derived from every Inter frame.
- An Inter embedding pattern is derived from the locations of the highest absolute valued DCT coefficients (HDCT) in frame i for application to succeeding frame i+1. Because Inter frames mainly carry coding of motion the HDCTs will correspond mainly to areas of greatest change between frames, where embedded bits will tend to be least visible.
- DCT DCT coefficients
- an Inter embedding pattern contains 150 pointers.
- the number of locations is greater than the 64 needed, to allow for unsuitability of some of the derived locations (i.e. non-compliance with the embedding criteria described below).
- Default embedding pattern a fixed pattern, pre-defined and known to both encoder 62 and augmented decoder 82.
- a default embedding pattern contains 64 pointers.
- Embeddings in default zone 124 are a case of localization, which has already been noted as undesirable. They are termed mis-embeddings to indicate the higher risk of detection of signature bits embedded therein and the present invention tries to reduce mis-embeddings as much as possible. This is the rationale for introducing the Intra embedding pattern.
- Intra embedding pattern - a pattern that is derived from every Intra frame.
- the principle is to mask embedded signatures visually by hiding them in macroblocks of high texture level, i.e. areas of high spatial variance.
- High texture implies the associated DCT coefficients are large and, accordingly, embedded data will be proportionately small.
- Deriving an Intra embedding pattern requires finding the locations of the 64 highest-textured macroblocks. Such information is found only in Intra frames because Inter frames are a representation of frame-to-frame differences and high-texture regions are often invariant between frames.
- the homogeneity level of the texture of a given macroblock is determined, in terms of the luminance component (Y) only.
- Macroblock texture can be expressed by the variance thereof:
- the 64 highest-textured macroblocks in an Intra frame are found by counting the number of non-zero DCT coefficients in each macroblock. This assumes a high correlation between the statistical variance of a 5 macroblock and the number of energized (i.e. non-zero) DCT coefficients. Sorting macroblocks by the number of energized coefficients therein provides an Intra embedding pattern of 64 different macroblocks at the end of each Intra frame encoding. In practice, this approximation works very well and considerably reduces the number of calculations.
- An Intra embedding pattern is applied only to Inter frames.
- the first Inter frame !5 following an Intra frame is always embedded according to an Intra pattern.
- An Intra embedding pattern contains 64 pointers (to accommodate 64 signature bits). Embedding pattern management
- Each embedding pattern is a list that points to locations of respective HDCT coefficients in a single frame i.
- a digital signature is embedded in the LSBs of the coefficients indicated by the embedding pattern.
- An Inter pattern is sorted, by macroblocks, in raster scan order and saves the embedding prediction results from the latest frame.
- the current pattern is updated between two consecutive P-frame encodings.
- An Intra pattern is sorted by macroblocks, in raster-scan order.
- the current pattern is updated from each I-frame.
- a default embedding pattern is pre-defined and points to a default embedding zone. It is not updated.
- MB X • MB X , MB y coordinates that point to the spatial location, in 2D coordinates, of a macro- block in frame i, as depicted in Figure 12. Possible values of MB X and MB y depend on frame size.
- Block Number within a given macroblock as shown in Figure 2. Since only luminance blocks are used in the embedding process, this value ranges 0 - * > 3.
- the embedding pattern list is a dynamic connected list, as in Figure 15, consisting of a string of nodes.
- the list is sorted by the absolute value of the HDCTs, the lowest value being kept in the head node of the list and the highest value in the tail node.
- the aim is that the head node contain a minimum threshold value. Updating the list is done only when a DCT with higher or equal absolute value is found. The list threshold might, therefore, grow while updating the list. When the list is updated, the lowest value node is eliminated and a new head node with a higher threshold results.
- Previous Node Pointer a pointer to the previous node in the connected list
- Next Node Pointer a pointer to the next node in the connected list.
- Embedding patterns are applied in conjunction with a series of embedding criteria.
- the criteria determine which embedding pattern is used and modify the application of a pattern according to 0 the actual conditions encountered and, thereby, take into account some of the problems caused by less-than-good prediction of embedding locations.
- an Inter macroblock is one that has been predicted from a corresponding macroblock in the immediately preceding frame.
- An Intra macroblock has not been so predicted.
- ⁇ MV ⁇ W + l, where v x and v y denote respectively the horizontal component and the vertical component of a motion vector, in full pixel units; and .5 • The value C of a DCT coefficient.
- Embedding criterion 1 Embedding in an Inter Macroblock in an Inter frame
- a DCT coefficient in the current frame that is pointed to by the Inter embedding pattern is embedded only if at least one of the following criteria is satisfied: (a) ⁇ C ⁇ > C min
- augmented encoder 62 skips to the next pointer in the embedding pattern, without embedding the indicated coefficient.
- C m i n , MV m i n , and Q max are threshold values pre-determined by the user.
- Note 1 Embedding a DCT coefficient with low quantization value, Q, produces low absolute error and thus low detectability by the naked eye because, in the inverse quantization process, DCT coefficients are multiplied by Q and, if Q is large, even the LSB will introduce a large error.
- the ⁇ MV ⁇ ⁇ parameter is a good estimate of the amount of motion in a macroblock.
- is probably low, due to motion-blur effects. Thus, embedding such macroblocks will be much less destructive than embedding macroblocks with less motion.
- Embedding criterion 2 Embedding in an Intra Macroblock in an Inter frame
- Embedding criterion 3 Embedding in an Intra Macroblock in an Intra frame
- An Intra frame contains only Intra macroblocks.
- Embedding criterion 5 Embedding by Default Embedding Pattern
- an Inter frame will be embedded according to an Inter embedding pattern, as described. If, due to bad prediction or to a low level of motion, there are insufficient HDCTs in a particular Inter frame, embedding is done also according to an Intra embedding pattern, as a preferred fall-back option, in order to achieve 64 embeddings in each frame i, while still avoiding the undesirable option of embedding in default zone 124. That is, extra embedding locations are found from the Intra embedding pattern to supplement the Inter embedding pattern and reach the required number of 64 good embedding locations.
- augmented video encoder 62 holds a list of potential locations for embedding in succeeding frame i+1. It is this feature that enables the method of the present invention to be performed in a single pass; i.e. each frame is processed once instead of, as in some other methods, being examined to find suitable embedding locations and processed a second time to do the embedding.
- the list size is 150.
- M* is measured at the end of encoding each frame i and applied in frame i+1.
- the number of mis-embeddings depends on the chosen C m , n threshold and motion content. Even decreasing the threshold to zero could still produce a large number of mis-embeddings. Thus, there is a trade-off between the rigidity of the embedding criteria and the number of mis-embeddings.
- Incorporating the Intra embedding pattern into the encoding process poses a problem because, unlike default zone 124, which is a single group of successive macroblocks located at the end of frame i, the Intra embedding pattern indicates locations scattered all over frame i.
- augmented encoder 62 must predict the mis-embeddings in advance (before encoding frame ⁇ ), i.e. the number of DCT coefficients that should be taken from the Intra embedding pattern.
- E is the number of locations pointed to by the embedding pattern
- both augmented encoder 62 and augmented decoder 82 carry out the same processes in this regard using the same functions and environment variables. The only difference is that augmented decoder 82 extracts a signature whereas augmented encoder 62 embeds a signature. The description will be from the viewpoint of encoder 62; the decoder aspect may be easily inferred.
- frame is an Inter frame or an Intra frame. This information is determined by the H.263+ encoder.
- Embedding Criterion 3 is applied whereby a signature bit is embedded in the first 64 DC coefficients where C > DC min (230 in Figure 13), provided that these coefficients are in dynamic zone 122, checked at 235. If in default zone 124, further embedding is continued according to a default embedding pattern 250 and Embedding Criterion
- Inter frame embedding If frame i is an Inter frame, then further processing depends upon whether i is a first Inter frame in an Intra cycle, /. e. whether i immediately follows an Intra frame, 134, in which case an Intra embedding pattern is applied in accordance with Embedding Criterion 4, 240 in Figure 13.
- the method of the present invention determines, 136, whether the current macroblock is located in dynamic embedding zone 122 or in default embedding zone 124.
- a default embedding pattern is employed in accordance with Embedding Criterion 5, 250, until the current macroblock is exhausted of DCTs to be embedded, 252, whereupon the next macroblock is processed, 256, until all 64 signature bits have been embedded.
- the current macroblock is indicated by an Intra embedding pattern
- - Embedding underflow 130C is set to 1. If not, processing proceeds with the next macroblock, 156. Otherwise, the current Intra embedding pattern is used according to Embedding Criterion 4, 154, and processing proceeds with the next macroblock, 156.
- an Inter macroblock an Inter embedding pattern is used, 210, where applicable, according to Embedding Criterion 1 for all DCTs in the current macroblock, 212.
- an Intra macroblock an Intra macroblock embedding is done according to
- each frame is authenticated and verified by checking the digital signature in another frame.
- this other frame is the immediately succeeding frame.
- stage at which LSB coding is performed in the augmented encoder has significant effects on system performance, as well as on the visual quality of an embedded video. Two main considerations influence this: • Preserving the compatibility between the augmented encoder and the augmented decoder.
- Encoder 63 contains an 'intrinsic decoder' that performs inverse quantization 34 and inverse DCT transformation 36. The same process takes place in the decoder 81 during decoding. For accurate reconstruction, the inverse quantization function must dequantize the same DCT coefficients in both encoder and decoder, otherwise an error will occur.
- Signature embedding causes loss of information when applying LSB embedding.
- augmented video decoder 82 verifies the authenticity 87 of the video clip by extracting 83 and authenticating the digital signatures embedded in each frame during the encoding process against stream signatures which are generated 64 in the augmented decoder by applying the same signature-generation process to the input bit stream as the encoder originally used.
- the major elements of the process are illustrated in Figure 8 wherein:
- esi is a Frame Signature that is embedded in the DCT coefficients of the frame in video bit-stream 80;
- • ssi is a Stream Signature that is calculated by applying the encryption process to the bit-stream of the z ' -7 th frame of video sequence 80, the same signature generation process 64 as was applied in augmented video encoder 62 to digital video bit-stream 68.
- augmented decoder 82 has a 'passive' role in obtaining frame signature es,- and an 'active' role in calculating stream signature ss,*.
- Partial detail of augmented video decoder 82 is shown in Figure 9 wherein dotted box 90, interposed between an entropy decoding module 91 and an inverse quantizer module 302 of a standard digital video decoder 81, encloses the units that handle signature extraction and authenticity verification.
- the units that are not shown are identical to the respective units of a standard H.263+ decoder, as depicted in Figure 3.
- Figure 9 shows the processing of frame .
- the decoding process is done in the same way as in a standard H.263+ decoder 81.
- augmented decoder 82 Given an embedding pattern p t (calculated in Embedding Pattern Generation Unit 85 from frame i-1 by the same procedure used by augmented encoder 62 and stored from the time of that calculation in a temporary memory 93, which is subsequently written over by p & ⁇ calculated from frame i for use with frame i+1) that points to different locations in a specific frame, augmented decoder 82 extracts es; from the coefficients indicated by/? / .
- ss t is done by applying the DES encryption process to the bit-stream of previous frame i-1 and ssi is stored in a temporary memory 94. During processing of frame i, the same process is employed and resultant stream signature ss t+ i overwrites memory 94 for use with subsequent frame i+1.
- the reason for encrypting the bit-stream of previous frame i-1 is that augmented encoder 62 embeds signature s,* built from previous frame i-1 into current frame i.
- augmented decoder 82 is supplied with 64-bit secret keys Ki, K , etc, the same as used by augmented encoder 62. Augmented decoder 82 compares signatures es * ,* and SSJ.
- bit-stream 80 will be identical to bit stream 68 that was produced by augmented encoder 62 and, in augmented decoder 82, stream signature ss t and extracted signature es,* will be found to be identical, wherefrom can be concluded that bit-stream 80 is authentic. If, however, bit-stream 80 has been tampered with, stream signature ss,- will differ from extracted signature esj.
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Abstract
Description
Claims
Priority Applications (6)
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US10/474,380 US7933407B2 (en) | 2001-04-11 | 2002-04-11 | Digital video protection for authenticity verification |
EP02761951A EP1384376A4 (en) | 2001-04-11 | 2002-04-11 | Digital video protection for authenticity verification |
AU2002307765A AU2002307765A1 (en) | 2001-04-11 | 2002-04-11 | Digital video protection for authenticity verification |
US13/039,341 US8483388B2 (en) | 2001-04-11 | 2011-03-03 | Digital video protection for authenticity verification |
US13/916,375 US8649516B2 (en) | 2001-04-11 | 2013-06-12 | Digital video protection for authenticity verification |
US14/104,609 US9098724B2 (en) | 2001-04-11 | 2013-12-12 | Digital video protection for authenticity verification |
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US13/039,341 Continuation US8483388B2 (en) | 2001-04-11 | 2011-03-03 | Digital video protection for authenticity verification |
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Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20050219069A1 (en) * | 2002-04-26 | 2005-10-06 | Sony Corporation | Coding device and method, decoding device and method, recording medium, and program |
US20120039393A1 (en) * | 2010-08-13 | 2012-02-16 | Arm Limited | Video decoding apparatus and method |
US8659654B2 (en) | 2006-10-11 | 2014-02-25 | Microsoft Corporation | Image verification with tiered tolerance |
CN112116577A (en) * | 2020-09-21 | 2020-12-22 | 公安部物证鉴定中心 | Distorted portrait video detection method and system based on deep learning |
Families Citing this family (131)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20050135613A1 (en) * | 2002-05-10 | 2005-06-23 | Karlheinz Brandenburg | Device and method for generating encrypted data, for decrypting encrypted data and for generating re-signed data |
US7370212B2 (en) | 2003-02-25 | 2008-05-06 | Microsoft Corporation | Issuing a publisher use license off-line in a digital rights management (DRM) system |
US20060242406A1 (en) | 2005-04-22 | 2006-10-26 | Microsoft Corporation | Protected computing environment |
US8074287B2 (en) * | 2004-04-30 | 2011-12-06 | Microsoft Corporation | Renewable and individualizable elements of a protected environment |
US8347078B2 (en) | 2004-10-18 | 2013-01-01 | Microsoft Corporation | Device certificate individualization |
US8336085B2 (en) | 2004-11-15 | 2012-12-18 | Microsoft Corporation | Tuning product policy using observed evidence of customer behavior |
US8438645B2 (en) | 2005-04-27 | 2013-05-07 | Microsoft Corporation | Secure clock with grace periods |
US8725646B2 (en) | 2005-04-15 | 2014-05-13 | Microsoft Corporation | Output protection levels |
US9436804B2 (en) * | 2005-04-22 | 2016-09-06 | Microsoft Technology Licensing, Llc | Establishing a unique session key using a hardware functionality scan |
US9363481B2 (en) * | 2005-04-22 | 2016-06-07 | Microsoft Technology Licensing, Llc | Protected media pipeline |
US20060265758A1 (en) | 2005-05-20 | 2006-11-23 | Microsoft Corporation | Extensible media rights |
JP2009508392A (en) * | 2005-09-09 | 2009-02-26 | トムソン ライセンシング | Coefficient selection for video watermark insertion |
US8520069B2 (en) | 2005-09-16 | 2013-08-27 | Digital Ally, Inc. | Vehicle-mounted video system with distributed processing |
US11386139B2 (en) | 2005-10-26 | 2022-07-12 | Cortica Ltd. | System and method for generating analytics for entities depicted in multimedia content |
US10621988B2 (en) | 2005-10-26 | 2020-04-14 | Cortica Ltd | System and method for speech to text translation using cores of a natural liquid architecture system |
US8312031B2 (en) | 2005-10-26 | 2012-11-13 | Cortica Ltd. | System and method for generation of complex signatures for multimedia data content |
US10614626B2 (en) | 2005-10-26 | 2020-04-07 | Cortica Ltd. | System and method for providing augmented reality challenges |
US10742340B2 (en) | 2005-10-26 | 2020-08-11 | Cortica Ltd. | System and method for identifying the context of multimedia content elements displayed in a web-page and providing contextual filters respective thereto |
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US10949773B2 (en) | 2005-10-26 | 2021-03-16 | Cortica, Ltd. | System and methods thereof for recommending tags for multimedia content elements based on context |
US10380267B2 (en) | 2005-10-26 | 2019-08-13 | Cortica, Ltd. | System and method for tagging multimedia content elements |
US10776585B2 (en) | 2005-10-26 | 2020-09-15 | Cortica, Ltd. | System and method for recognizing characters in multimedia content |
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US10691642B2 (en) | 2005-10-26 | 2020-06-23 | Cortica Ltd | System and method for enriching a concept database with homogenous concepts |
US10380164B2 (en) | 2005-10-26 | 2019-08-13 | Cortica, Ltd. | System and method for using on-image gestures and multimedia content elements as search queries |
US10607355B2 (en) | 2005-10-26 | 2020-03-31 | Cortica, Ltd. | Method and system for determining the dimensions of an object shown in a multimedia content item |
US11361014B2 (en) | 2005-10-26 | 2022-06-14 | Cortica Ltd. | System and method for completing a user profile |
US11019161B2 (en) | 2005-10-26 | 2021-05-25 | Cortica, Ltd. | System and method for profiling users interest based on multimedia content analysis |
US8326775B2 (en) | 2005-10-26 | 2012-12-04 | Cortica Ltd. | Signature generation for multimedia deep-content-classification by a large-scale matching system and method thereof |
US20130191368A1 (en) * | 2005-10-26 | 2013-07-25 | c/o Cortica, Ltd. | System and method for using multimedia content as search queries |
US9953032B2 (en) | 2005-10-26 | 2018-04-24 | Cortica, Ltd. | System and method for characterization of multimedia content signals using cores of a natural liquid architecture system |
US11032017B2 (en) | 2005-10-26 | 2021-06-08 | Cortica, Ltd. | System and method for identifying the context of multimedia content elements |
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US10180942B2 (en) | 2005-10-26 | 2019-01-15 | Cortica Ltd. | System and method for generation of concept structures based on sub-concepts |
US10387914B2 (en) | 2005-10-26 | 2019-08-20 | Cortica, Ltd. | Method for identification of multimedia content elements and adding advertising content respective thereof |
US9372940B2 (en) | 2005-10-26 | 2016-06-21 | Cortica, Ltd. | Apparatus and method for determining user attention using a deep-content-classification (DCC) system |
US10360253B2 (en) | 2005-10-26 | 2019-07-23 | Cortica, Ltd. | Systems and methods for generation of searchable structures respective of multimedia data content |
US10193990B2 (en) | 2005-10-26 | 2019-01-29 | Cortica Ltd. | System and method for creating user profiles based on multimedia content |
US20160321253A1 (en) | 2005-10-26 | 2016-11-03 | Cortica, Ltd. | System and method for providing recommendations based on user profiles |
US10372746B2 (en) | 2005-10-26 | 2019-08-06 | Cortica, Ltd. | System and method for searching applications using multimedia content elements |
US11620327B2 (en) | 2005-10-26 | 2023-04-04 | Cortica Ltd | System and method for determining a contextual insight and generating an interface with recommendations based thereon |
US9646005B2 (en) | 2005-10-26 | 2017-05-09 | Cortica, Ltd. | System and method for creating a database of multimedia content elements assigned to users |
US10585934B2 (en) | 2005-10-26 | 2020-03-10 | Cortica Ltd. | Method and system for populating a concept database with respect to user identifiers |
US11604847B2 (en) | 2005-10-26 | 2023-03-14 | Cortica Ltd. | System and method for overlaying content on a multimedia content element based on user interest |
US9477658B2 (en) | 2005-10-26 | 2016-10-25 | Cortica, Ltd. | Systems and method for speech to speech translation using cores of a natural liquid architecture system |
US10191976B2 (en) | 2005-10-26 | 2019-01-29 | Cortica, Ltd. | System and method of detecting common patterns within unstructured data elements retrieved from big data sources |
US10380623B2 (en) | 2005-10-26 | 2019-08-13 | Cortica, Ltd. | System and method for generating an advertisement effectiveness performance score |
US11216498B2 (en) | 2005-10-26 | 2022-01-04 | Cortica, Ltd. | System and method for generating signatures to three-dimensional multimedia data elements |
US11403336B2 (en) | 2005-10-26 | 2022-08-02 | Cortica Ltd. | System and method for removing contextually identical multimedia content elements |
US8818916B2 (en) | 2005-10-26 | 2014-08-26 | Cortica, Ltd. | System and method for linking multimedia data elements to web pages |
KR101213161B1 (en) * | 2006-06-14 | 2012-12-17 | 삼성전자주식회사 | Video watermarking apparatus in compression domain and method using the same |
US20090304292A1 (en) * | 2006-08-04 | 2009-12-10 | Thomson Licensing Corporation | Encoding and decoding methods, devices implementing said methods and bitstream |
US10733326B2 (en) | 2006-10-26 | 2020-08-04 | Cortica Ltd. | System and method for identification of inappropriate multimedia content |
US8565472B2 (en) * | 2007-10-30 | 2013-10-22 | General Instrument Corporation | Method, device and system for dynamically embedding watermark information into multimedia content |
US20090110059A1 (en) * | 2007-10-31 | 2009-04-30 | General Instrument Corporation | Method and system for transmitting end-user access information for multimedia content |
JP2009118221A (en) * | 2007-11-07 | 2009-05-28 | Toshiba Corp | Digital image decoder and digital image decoding method |
US8401331B2 (en) * | 2007-12-06 | 2013-03-19 | Alcatel Lucent | Video quality analysis using a linear approximation technique |
US8503972B2 (en) | 2008-10-30 | 2013-08-06 | Digital Ally, Inc. | Multi-functional remote monitoring system |
US8904184B2 (en) * | 2008-12-10 | 2014-12-02 | At&T Intellectual Property I, Lp | Certification of authenticity of media signals |
JP5428835B2 (en) * | 2009-12-21 | 2014-02-26 | 富士通株式会社 | Signing device, signing method, and signing program |
JP5760438B2 (en) * | 2010-12-28 | 2015-08-12 | 富士通株式会社 | Digital watermark embedding apparatus, digital watermark embedding method, digital watermark embedding computer program, and digital watermark detection apparatus |
JP2013118605A (en) * | 2011-06-28 | 2013-06-13 | Sony Corp | Image processing device and image processing method |
WO2013070959A1 (en) * | 2011-11-09 | 2013-05-16 | Azmi Hooman | Fractional ownership using digital assets |
US10272848B2 (en) | 2012-09-28 | 2019-04-30 | Digital Ally, Inc. | Mobile video and imaging system |
US9019431B2 (en) | 2012-09-28 | 2015-04-28 | Digital Ally, Inc. | Portable video and imaging system |
KR101361524B1 (en) * | 2012-11-09 | 2014-02-25 | 주식회사 시공미디어 | Device and method of inserting watermarks through conversing contents automatically |
US20140156997A1 (en) * | 2012-12-04 | 2014-06-05 | Ittiam Systems (P) Ltd. | System and method for authenticating an encoded multimedia stream using digital signatures |
MY168873A (en) | 2012-12-07 | 2018-12-04 | Mimos Berhad | System and method for verifying authenticity of a media content |
US20140244670A1 (en) * | 2013-02-27 | 2014-08-28 | Pavlov Media, Inc. | Ontological evaluation and filtering of digital content |
US9958228B2 (en) | 2013-04-01 | 2018-05-01 | Yardarm Technologies, Inc. | Telematics sensors and camera activation in connection with firearm activity |
US9159371B2 (en) * | 2013-08-14 | 2015-10-13 | Digital Ally, Inc. | Forensic video recording with presence detection |
US10390732B2 (en) | 2013-08-14 | 2019-08-27 | Digital Ally, Inc. | Breath analyzer, system, and computer program for authenticating, preserving, and presenting breath analysis data |
US9253452B2 (en) | 2013-08-14 | 2016-02-02 | Digital Ally, Inc. | Computer program, method, and system for managing multiple data recording devices |
US10075681B2 (en) | 2013-08-14 | 2018-09-11 | Digital Ally, Inc. | Dual lens camera unit |
US10354355B2 (en) * | 2014-07-29 | 2019-07-16 | Tata Consultancy Services Limited | Digital watermarking |
EP3210396B1 (en) | 2014-10-20 | 2024-09-11 | Axon Enterprise, Inc. | Systems and methods for distributed control |
WO2016100356A1 (en) | 2014-12-15 | 2016-06-23 | Yardarm Technologies, Inc. | Camera activation in response to firearm activity |
US9841259B2 (en) | 2015-05-26 | 2017-12-12 | Digital Ally, Inc. | Wirelessly conducted electronic weapon |
US10013883B2 (en) | 2015-06-22 | 2018-07-03 | Digital Ally, Inc. | Tracking and analysis of drivers within a fleet of vehicles |
US10192277B2 (en) | 2015-07-14 | 2019-01-29 | Axon Enterprise, Inc. | Systems and methods for generating an audit trail for auditable devices |
US11204991B1 (en) | 2015-10-29 | 2021-12-21 | Omnivu, Inc. | Identity verification system and method for gathering, identifying, authenticating, registering, monitoring, tracking, analyzing, storing, and commercially distributing dynamic markers and personal data via electronic means |
US10565210B2 (en) * | 2015-11-23 | 2020-02-18 | Verizon Patent And Licensing Inc. | Generating and verifying a reputational profile |
US11195043B2 (en) | 2015-12-15 | 2021-12-07 | Cortica, Ltd. | System and method for determining common patterns in multimedia content elements based on key points |
WO2017105641A1 (en) | 2015-12-15 | 2017-06-22 | Cortica, Ltd. | Identification of key points in multimedia data elements |
US10904474B2 (en) | 2016-02-05 | 2021-01-26 | Digital Ally, Inc. | Comprehensive video collection and storage |
US10015495B2 (en) * | 2016-05-09 | 2018-07-03 | Adobe Systems Incorporated | Generating custom quantization tables for JPEG compression based on image content |
CN106096339B (en) * | 2016-06-07 | 2019-04-05 | 武汉圆周率软件科技有限公司 | The copyright protection method and system of vector data |
US10341115B2 (en) * | 2016-08-26 | 2019-07-02 | Seagate Technology Llc | Data security system that uses a repeatable magnetic signature as a weak entropy source |
US10521675B2 (en) | 2016-09-19 | 2019-12-31 | Digital Ally, Inc. | Systems and methods of legibly capturing vehicle markings |
US10623775B1 (en) * | 2016-11-04 | 2020-04-14 | Twitter, Inc. | End-to-end video and image compression |
US10911725B2 (en) | 2017-03-09 | 2021-02-02 | Digital Ally, Inc. | System for automatically triggering a recording |
US10136098B2 (en) | 2017-03-28 | 2018-11-20 | International Business Machines Corporation | Integrity verification of an audio-visual data stream |
WO2019008581A1 (en) | 2017-07-05 | 2019-01-10 | Cortica Ltd. | Driving policies determination |
US11899707B2 (en) | 2017-07-09 | 2024-02-13 | Cortica Ltd. | Driving policies determination |
US10003688B1 (en) | 2018-02-08 | 2018-06-19 | Capital One Services, Llc | Systems and methods for cluster-based voice verification |
US10957355B2 (en) * | 2018-02-28 | 2021-03-23 | International Business Machines Corporation | Authenticating digital recordings |
US10846544B2 (en) | 2018-07-16 | 2020-11-24 | Cartica Ai Ltd. | Transportation prediction system and method |
US11024137B2 (en) | 2018-08-08 | 2021-06-01 | Digital Ally, Inc. | Remote video triggering and tagging |
US11023618B2 (en) * | 2018-08-21 | 2021-06-01 | Paypal, Inc. | Systems and methods for detecting modifications in a video clip |
US11181911B2 (en) | 2018-10-18 | 2021-11-23 | Cartica Ai Ltd | Control transfer of a vehicle |
US10839694B2 (en) | 2018-10-18 | 2020-11-17 | Cartica Ai Ltd | Blind spot alert |
US11126870B2 (en) | 2018-10-18 | 2021-09-21 | Cartica Ai Ltd. | Method and system for obstacle detection |
US20200133308A1 (en) | 2018-10-18 | 2020-04-30 | Cartica Ai Ltd | Vehicle to vehicle (v2v) communication less truck platooning |
US10748038B1 (en) | 2019-03-31 | 2020-08-18 | Cortica Ltd. | Efficient calculation of a robust signature of a media unit |
US11244176B2 (en) | 2018-10-26 | 2022-02-08 | Cartica Ai Ltd | Obstacle detection and mapping |
US10789535B2 (en) | 2018-11-26 | 2020-09-29 | Cartica Ai Ltd | Detection of road elements |
US11643005B2 (en) | 2019-02-27 | 2023-05-09 | Autobrains Technologies Ltd | Adjusting adjustable headlights of a vehicle |
US11285963B2 (en) | 2019-03-10 | 2022-03-29 | Cartica Ai Ltd. | Driver-based prediction of dangerous events |
US11694088B2 (en) | 2019-03-13 | 2023-07-04 | Cortica Ltd. | Method for object detection using knowledge distillation |
US11132548B2 (en) | 2019-03-20 | 2021-09-28 | Cortica Ltd. | Determining object information that does not explicitly appear in a media unit signature |
US11770260B1 (en) | 2019-03-28 | 2023-09-26 | Amazon Technologies, Inc. | Determining authenticity of digital content |
US11449584B1 (en) * | 2019-03-28 | 2022-09-20 | Amazon Technologies, Inc. | Generating authenticable digital content |
US12055408B2 (en) | 2019-03-28 | 2024-08-06 | Autobrains Technologies Ltd | Estimating a movement of a hybrid-behavior vehicle |
US10796444B1 (en) | 2019-03-31 | 2020-10-06 | Cortica Ltd | Configuring spanning elements of a signature generator |
US10789527B1 (en) | 2019-03-31 | 2020-09-29 | Cortica Ltd. | Method for object detection using shallow neural networks |
US10776669B1 (en) | 2019-03-31 | 2020-09-15 | Cortica Ltd. | Signature generation and object detection that refer to rare scenes |
US11222069B2 (en) | 2019-03-31 | 2022-01-11 | Cortica Ltd. | Low-power calculation of a signature of a media unit |
JP7314683B2 (en) * | 2019-07-23 | 2023-07-26 | 株式会社Jvcケンウッド | MOVING IMAGE ENCODER, MOVING IMAGE ENCODED METHOD, MOVING IMAGE ALTERATION DETERMINATION METHOD, AND MOVING IMAGE ALTERATION DETERMINATION PROGRAM |
US11593662B2 (en) | 2019-12-12 | 2023-02-28 | Autobrains Technologies Ltd | Unsupervised cluster generation |
US10748022B1 (en) | 2019-12-12 | 2020-08-18 | Cartica Ai Ltd | Crowd separation |
US11695975B1 (en) | 2020-03-07 | 2023-07-04 | Stephen G. Giraud | System and method for live web camera feed and streaming transmission with definitive online identity verification for prevention of synthetic video and photographic images |
WO2021183645A1 (en) * | 2020-03-11 | 2021-09-16 | Bytedance Inc. | Indication of digital media integrity |
US11590988B2 (en) | 2020-03-19 | 2023-02-28 | Autobrains Technologies Ltd | Predictive turning assistant |
CN111432217B (en) * | 2020-03-26 | 2022-08-05 | 郑州师范学院 | Information hiding embedding and extracting method based on two-dimensional histogram translation |
US11827215B2 (en) | 2020-03-31 | 2023-11-28 | AutoBrains Technologies Ltd. | Method for training a driving related object detector |
US11756424B2 (en) | 2020-07-24 | 2023-09-12 | AutoBrains Technologies Ltd. | Parking assist |
CN112055229B (en) * | 2020-08-18 | 2022-08-12 | 泰康保险集团股份有限公司 | Video authentication method and device |
US12049116B2 (en) | 2020-09-30 | 2024-07-30 | Autobrains Technologies Ltd | Configuring an active suspension |
US11699209B2 (en) * | 2020-10-22 | 2023-07-11 | Huawei Cloud Computing Technologies Co., Ltd. | Method and apparatus for embedding and extracting digital watermarking for numerical data |
EP4194300A1 (en) | 2021-08-05 | 2023-06-14 | Autobrains Technologies LTD. | Providing a prediction of a radius of a motorcycle turn |
US11950017B2 (en) | 2022-05-17 | 2024-04-02 | Digital Ally, Inc. | Redundant mobile video recording |
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US6209092B1 (en) * | 1997-01-27 | 2001-03-27 | U.S. Philips Corporation | Method and system for transferring content information and supplemental information relating thereto |
US6285775B1 (en) * | 1998-10-01 | 2001-09-04 | The Trustees Of The University Of Princeton | Watermarking scheme for image authentication |
US20010021260A1 (en) * | 1997-08-20 | 2001-09-13 | Samsung Electronics Co., Ltd. | MPEG2 moving picture encoding/decoding system |
Family Cites Families (10)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5646997A (en) * | 1994-12-14 | 1997-07-08 | Barton; James M. | Method and apparatus for embedding authentication information within digital data |
US5825796A (en) * | 1996-09-25 | 1998-10-20 | Picolight Incorporated | Extended wavelength strained layer lasers having strain compensated layers |
US6009176A (en) * | 1997-02-13 | 1999-12-28 | International Business Machines Corporation | How to sign digital streams |
US5960081A (en) * | 1997-06-05 | 1999-09-28 | Cray Research, Inc. | Embedding a digital signature in a video sequence |
US6037984A (en) * | 1997-12-24 | 2000-03-14 | Sarnoff Corporation | Method and apparatus for embedding a watermark into a digital image or image sequence |
EP0944256A1 (en) | 1998-03-19 | 1999-09-22 | Hitachi Europe Limited | Copy protection apparatus and method |
US6256736B1 (en) * | 1998-04-13 | 2001-07-03 | International Business Machines Corporation | Secured signal modification and verification with privacy control |
JP3768705B2 (en) * | 1998-11-27 | 2006-04-19 | キヤノン株式会社 | Digital watermark embedding device, output control device, and computer-readable storage medium |
FR2792797B1 (en) * | 1999-04-23 | 2001-07-13 | Thomson Csf | IMAGE TATTOO PROCESS |
US7302057B2 (en) * | 2003-01-31 | 2007-11-27 | Realnetworks, Inc. | Method and process for transmitting video content |
-
2002
- 2002-04-11 US US10/474,380 patent/US7933407B2/en active Active
- 2002-04-11 WO PCT/IL2002/000291 patent/WO2002084990A2/en not_active Application Discontinuation
- 2002-04-11 AU AU2002307765A patent/AU2002307765A1/en not_active Abandoned
- 2002-04-11 EP EP02761951A patent/EP1384376A4/en not_active Withdrawn
-
2011
- 2011-03-03 US US13/039,341 patent/US8483388B2/en not_active Expired - Lifetime
-
2013
- 2013-06-12 US US13/916,375 patent/US8649516B2/en not_active Expired - Lifetime
- 2013-12-12 US US14/104,609 patent/US9098724B2/en not_active Expired - Lifetime
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US6209092B1 (en) * | 1997-01-27 | 2001-03-27 | U.S. Philips Corporation | Method and system for transferring content information and supplemental information relating thereto |
US20010021260A1 (en) * | 1997-08-20 | 2001-09-13 | Samsung Electronics Co., Ltd. | MPEG2 moving picture encoding/decoding system |
US6285775B1 (en) * | 1998-10-01 | 2001-09-04 | The Trustees Of The University Of Princeton | Watermarking scheme for image authentication |
Non-Patent Citations (1)
Title |
---|
See also references of EP1384376A2 * |
Cited By (28)
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---|---|---|---|---|
US8509311B2 (en) | 2002-04-26 | 2013-08-13 | Sony Corporation | Coding device and method, decoding device and method, recording medium, and program |
US8654862B2 (en) | 2002-04-26 | 2014-02-18 | Sony Corporation | Coding device and method, decoding device and method, recording medium, and program |
US20090225861A1 (en) * | 2002-04-26 | 2009-09-10 | Sony Corporation | Coding device and method, decoding device and method, recording medium, and program |
US8488669B2 (en) | 2002-04-26 | 2013-07-16 | Sony Corporation | Coding device and method, decoding device and method, recording medium, and program |
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US8320467B2 (en) * | 2002-04-26 | 2012-11-27 | Sony Corporation | Coding device and method, decoding device and method, recording medium, and program |
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US8649516B2 (en) | 2014-02-11 |
US7933407B2 (en) | 2011-04-26 |
EP1384376A2 (en) | 2004-01-28 |
WO2002084990A3 (en) | 2003-01-09 |
US20110261996A1 (en) | 2011-10-27 |
EP1384376A4 (en) | 2010-08-25 |
AU2002307765A1 (en) | 2002-10-28 |
US9098724B2 (en) | 2015-08-04 |
US20130272522A1 (en) | 2013-10-17 |
US8483388B2 (en) | 2013-07-09 |
US20100177891A1 (en) | 2010-07-15 |
US20140098954A1 (en) | 2014-04-10 |
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