TW202335498A - 使用量化熵譯碼分佈參數的神經網路媒體壓縮 - Google Patents

使用量化熵譯碼分佈參數的神經網路媒體壓縮 Download PDF

Info

Publication number
TW202335498A
TW202335498A TW112101937A TW112101937A TW202335498A TW 202335498 A TW202335498 A TW 202335498A TW 112101937 A TW112101937 A TW 112101937A TW 112101937 A TW112101937 A TW 112101937A TW 202335498 A TW202335498 A TW 202335498A
Authority
TW
Taiwan
Prior art keywords
data element
media
probability distribution
distribution function
code vector
Prior art date
Application number
TW112101937A
Other languages
English (en)
Chinese (zh)
Inventor
阿默 塞德
Original Assignee
美商高通公司
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Priority claimed from US17/814,426 external-priority patent/US11876969B2/en
Application filed by 美商高通公司 filed Critical 美商高通公司
Publication of TW202335498A publication Critical patent/TW202335498A/zh

Links

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/90Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using coding techniques not provided for in groups H04N19/10-H04N19/85, e.g. fractals
    • H04N19/91Entropy coding, e.g. variable length coding [VLC] or arithmetic coding
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/10Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
    • H04N19/102Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or selection affected or controlled by the adaptive coding
    • H04N19/13Adaptive entropy coding, e.g. adaptive variable length coding [AVLC] or context adaptive binary arithmetic coding [CABAC]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • G06N3/0455Auto-encoder networks; Encoder-decoder networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/047Probabilistic or stochastic networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/10Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
    • H04N19/102Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or selection affected or controlled by the adaptive coding
    • H04N19/124Quantisation
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/10Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
    • H04N19/134Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or criterion affecting or controlling the adaptive coding
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/10Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
    • H04N19/134Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or criterion affecting or controlling the adaptive coding
    • H04N19/136Incoming video signal characteristics or properties
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/42Methods or arrangements for coding, decoding, compressing or decompressing digital video signals characterised by implementation details or hardware specially adapted for video compression or decompression, e.g. dedicated software implementation
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/46Embedding additional information in the video signal during the compression process
    • H04N19/463Embedding additional information in the video signal during the compression process by compressing encoding parameters before transmission
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/90Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using coding techniques not provided for in groups H04N19/10-H04N19/85, e.g. fractals
    • H04N19/94Vector quantisation

Landscapes

  • Engineering & Computer Science (AREA)
  • Signal Processing (AREA)
  • Multimedia (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • Biomedical Technology (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Probability & Statistics with Applications (AREA)
  • Compression Or Coding Systems Of Tv Signals (AREA)
  • Compression, Expansion, Code Conversion, And Decoders (AREA)
TW112101937A 2022-02-11 2023-01-17 使用量化熵譯碼分佈參數的神經網路媒體壓縮 TW202335498A (zh)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US202263267857P 2022-02-11 2022-02-11
US63/267,857 2022-02-11
US17/814,426 2022-07-22
US17/814,426 US11876969B2 (en) 2022-02-11 2022-07-22 Neural-network media compression using quantized entropy coding distribution parameters

Publications (1)

Publication Number Publication Date
TW202335498A true TW202335498A (zh) 2023-09-01

Family

ID=85278445

Family Applications (1)

Application Number Title Priority Date Filing Date
TW112101937A TW202335498A (zh) 2022-02-11 2023-01-17 使用量化熵譯碼分佈參數的神經網路媒體壓縮

Country Status (6)

Country Link
US (1) US12470715B2 (enExample)
EP (1) EP4476914A1 (enExample)
JP (1) JP2025508344A (enExample)
KR (1) KR20240149891A (enExample)
TW (1) TW202335498A (enExample)
WO (1) WO2023154594A1 (enExample)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7665776B2 (ja) * 2021-03-26 2025-04-21 ドルビー ラボラトリーズ ライセンシング コーポレイション ニューラルネットワークを用いた画像及びビデオコーディングにおける潜時特徴の多分布エントロピーモデリング
US12323634B2 (en) * 2022-02-11 2025-06-03 Qualcomm Incorporated Entropy coding for neural-based media compression
US12501050B2 (en) 2023-03-09 2025-12-16 Qualcomm Incorporated Efficient warping-based neural video codec
FR3163515A1 (fr) * 2024-06-17 2025-12-19 Orange Procédés de codage et de décodage, dispositifs et programme d’ordinateur correspondants.

Family Cites Families (32)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP3413720B2 (ja) * 1998-06-26 2003-06-09 ソニー株式会社 画像符号化方法及び装置、並びに画像復号方法及び装置
US6421467B1 (en) * 1999-05-28 2002-07-16 Texas Tech University Adaptive vector quantization/quantizer
US7760911B2 (en) 2005-09-15 2010-07-20 Sarnoff Corporation Method and system for segment-based optical flow estimation
JP2010524383A (ja) 2007-04-09 2010-07-15 エルジー エレクトロニクス インコーポレイティド ビデオ信号処理方法及び装置
US8107550B2 (en) * 2008-09-23 2012-01-31 Alcatel Lucent Methods for precoding signals for transmission in wireless MIMO system
WO2012122299A1 (en) * 2011-03-07 2012-09-13 Xiph. Org. Bit allocation and partitioning in gain-shape vector quantization for audio coding
JP5845801B2 (ja) * 2011-10-18 2016-01-20 ソニー株式会社 画像処理装置、画像処理方法、及び、プログラム
JP6315980B2 (ja) * 2013-12-24 2018-04-25 株式会社東芝 デコーダ、デコード方法およびプログラム
US10075692B2 (en) 2015-01-28 2018-09-11 Hfi Innovation Inc. Method of simple intra mode for video coding
KR102251828B1 (ko) * 2015-09-02 2021-05-13 삼성전자주식회사 율―왜곡 최적화 기반의 양자화 방법 및 그 장치
WO2018015963A1 (en) * 2016-07-21 2018-01-25 Ramot At Tel-Aviv University Ltd. Method and system for comparing sequences
GB2586941B (en) 2017-08-01 2022-06-22 Displaylink Uk Ltd Reducing judder using motion vectors
KR102285064B1 (ko) * 2017-10-30 2021-08-04 한국전자통신연구원 은닉 변수를 이용하는 영상 및 신경망 압축을 위한 방법 및 장치
US11257254B2 (en) * 2018-07-20 2022-02-22 Google Llc Data compression using conditional entropy models
US11109065B2 (en) * 2018-09-26 2021-08-31 Google Llc Video encoding by providing geometric proxies
WO2020068498A1 (en) 2018-09-27 2020-04-02 Google Llc Data compression using integer neural networks
US10652581B1 (en) 2019-02-27 2020-05-12 Google Llc Entropy coding in image and video compression using machine learning
US20200356835A1 (en) * 2019-05-09 2020-11-12 LGN Innovations Limited Sensor-Action Fusion System for Optimising Sensor Measurement Collection from Multiple Sensors
US11532155B1 (en) * 2019-07-09 2022-12-20 ACME Atronomatic, LLC Methods and devices for earth remote sensing using stereoscopic hyperspectral imaging in the visible (VIS) and infrared (IR) bands
US11374952B1 (en) * 2019-09-27 2022-06-28 Amazon Technologies, Inc. Detecting anomalous events using autoencoders
KR102287947B1 (ko) 2019-10-28 2021-08-09 삼성전자주식회사 영상의 ai 부호화 및 ai 복호화 방법, 및 장치
US11256967B2 (en) * 2020-01-27 2022-02-22 Kla Corporation Characterization system and method with guided defect discovery
US11776679B2 (en) * 2020-03-10 2023-10-03 The Board Of Trustees Of The Leland Stanford Junior University Methods for risk map prediction in AI-based MRI reconstruction
WO2022098737A1 (en) * 2020-11-03 2022-05-12 Sri International Longitudinal datasets and machine learning models for menopause state and anomaly predictions
EP4250729A4 (en) 2021-02-22 2024-05-01 Samsung Electronics Co., Ltd. AI-BASED IMAGE ENCODING AND DECODING APPARATUS AND METHOD THEREFOR
EP4318376A4 (en) 2021-05-24 2024-05-22 Samsung Electronics Co., Ltd. Ai-based frame interpolation method and device
US20230185953A1 (en) * 2021-12-14 2023-06-15 Sap Se Selecting differential privacy parameters in neural networks
US11599972B1 (en) 2021-12-22 2023-03-07 Deep Render Ltd. Method and system for lossy image or video encoding, transmission and decoding
US12307674B2 (en) * 2022-02-03 2025-05-20 GE Precision Healthcare LLC Low latency interactive segmentation of medical images within a web-based deployment architecture
US12323634B2 (en) 2022-02-11 2025-06-03 Qualcomm Incorporated Entropy coding for neural-based media compression
US11876969B2 (en) 2022-02-11 2024-01-16 Qualcomm Incorporated Neural-network media compression using quantized entropy coding distribution parameters
US11825090B1 (en) 2022-07-12 2023-11-21 Qualcomm Incorporated Bit-rate estimation for video coding with machine learning enhancement

Also Published As

Publication number Publication date
EP4476914A1 (en) 2024-12-18
KR20240149891A (ko) 2024-10-15
JP2025508344A (ja) 2025-03-26
WO2023154594A1 (en) 2023-08-17
US20240121392A1 (en) 2024-04-11
US12470715B2 (en) 2025-11-11

Similar Documents

Publication Publication Date Title
US11876969B2 (en) Neural-network media compression using quantized entropy coding distribution parameters
TW202335498A (zh) 使用量化熵譯碼分佈參數的神經網路媒體壓縮
TW202349967A (zh) 用於基於神經的媒體壓縮的熵譯碼
JP2013530610A (ja) ランダムアクセス機能による画像圧縮方法
US12444090B2 (en) Point cloud attribute prediction method and apparatus, and related device
US20240129473A1 (en) Probability estimation in multi-symbol entropy coding
US20240242467A1 (en) Video encoding and decoding method, encoder, decoder and storage medium
JP7823216B2 (ja) エンコード方法および装置、デコード方法および装置、デバイス、記憶媒体、ならびにコンピュータ・プログラム・プロダクト
TW202446067A (zh) 基於神經網路的視頻寫碼中的滑動窗口率失真優化
CN121056649A (zh) 一种使用包括子网的神经网络编码或解码图像的方法和装置
TW202446075A (zh) 高效的基於扭曲的神經視頻編解碼器
CN118633290A (zh) 使用量化熵编解码分布参数的神经网络媒体压缩
WO2023202158A1 (zh) 视频编码方法及装置
WO2022258055A1 (zh) 点云属性信息编码方法、解码方法、装置及相关设备
Sheng et al. High efficiency lossless image recompression algorithm with asymmetric numeral systems for real-time mobile application
CN116405663A (zh) 图像编解码方法、装置、电子设备及存储介质
CN116233426A (zh) 属性量化、反量化方法、装置及设备
CN112188216B (zh) 视频数据的编码方法、装置、计算机设备及存储介质
Ye et al. Variable-rate learned image compression with integer-arithmetic-only inference
US20210289206A1 (en) Block-based spatial activity measures for pictures
TW202349966A (zh) 濾波方法、濾波模型訓練方法及相關裝置
WO2026068212A1 (en) Gaussian pyramid based decomposition for hybrid inr network
WO2025087214A1 (zh) 解码器、编码器、图像编码、图像解码方法及存储介质
TW202433928A (zh) 編解碼網路模型的量化方法和相關裝置
WO2024207244A1 (zh) 点云的编解码方法、码流、编码器、解码器以及存储介质