WO2021139731A1 - 一种全景视频剪辑方法、装置、设备及存储介质 - Google Patents

一种全景视频剪辑方法、装置、设备及存储介质 Download PDF

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Publication number
WO2021139731A1
WO2021139731A1 PCT/CN2021/070702 CN2021070702W WO2021139731A1 WO 2021139731 A1 WO2021139731 A1 WO 2021139731A1 CN 2021070702 W CN2021070702 W CN 2021070702W WO 2021139731 A1 WO2021139731 A1 WO 2021139731A1
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Prior art keywords
panoramic video
target
panoramic
salient
video frame
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PCT/CN2021/070702
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English (en)
French (fr)
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姜文杰
吕朋伟
蔡锦霖
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影石创新科技股份有限公司
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Priority to EP21738819.8A priority Critical patent/EP4090001A4/en
Priority to US17/790,991 priority patent/US20230040548A1/en
Priority to JP2022541890A priority patent/JP7492012B2/ja
Publication of WO2021139731A1 publication Critical patent/WO2021139731A1/zh

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/43Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
    • H04N21/44Processing of video elementary streams, e.g. splicing a video clip retrieved from local storage with an incoming video stream or rendering scenes according to encoded video stream scene graphs
    • H04N21/44008Processing of video elementary streams, e.g. splicing a video clip retrieved from local storage with an incoming video stream or rendering scenes according to encoded video stream scene graphs involving operations for analysing video streams, e.g. detecting features or characteristics in the video stream
    • GPHYSICS
    • G11INFORMATION STORAGE
    • G11BINFORMATION STORAGE BASED ON RELATIVE MOVEMENT BETWEEN RECORD CARRIER AND TRANSDUCER
    • G11B27/00Editing; Indexing; Addressing; Timing or synchronising; Monitoring; Measuring tape travel
    • G11B27/02Editing, e.g. varying the order of information signals recorded on, or reproduced from, record carriers
    • G11B27/031Electronic editing of digitised analogue information signals, e.g. audio or video signals
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/41Structure of client; Structure of client peripherals
    • H04N21/422Input-only peripherals, i.e. input devices connected to specially adapted client devices, e.g. global positioning system [GPS]
    • H04N21/4223Cameras
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/43Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
    • H04N21/44Processing of video elementary streams, e.g. splicing a video clip retrieved from local storage with an incoming video stream or rendering scenes according to encoded video stream scene graphs
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/43Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
    • H04N21/44Processing of video elementary streams, e.g. splicing a video clip retrieved from local storage with an incoming video stream or rendering scenes according to encoded video stream scene graphs
    • H04N21/4402Processing of video elementary streams, e.g. splicing a video clip retrieved from local storage with an incoming video stream or rendering scenes according to encoded video stream scene graphs involving reformatting operations of video signals for household redistribution, storage or real-time display
    • H04N21/440245Processing of video elementary streams, e.g. splicing a video clip retrieved from local storage with an incoming video stream or rendering scenes according to encoded video stream scene graphs involving reformatting operations of video signals for household redistribution, storage or real-time display the reformatting operation being performed only on part of the stream, e.g. a region of the image or a time segment
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/43Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
    • H04N21/44Processing of video elementary streams, e.g. splicing a video clip retrieved from local storage with an incoming video stream or rendering scenes according to encoded video stream scene graphs
    • H04N21/4402Processing of video elementary streams, e.g. splicing a video clip retrieved from local storage with an incoming video stream or rendering scenes according to encoded video stream scene graphs involving reformatting operations of video signals for household redistribution, storage or real-time display
    • H04N21/440281Processing of video elementary streams, e.g. splicing a video clip retrieved from local storage with an incoming video stream or rendering scenes according to encoded video stream scene graphs involving reformatting operations of video signals for household redistribution, storage or real-time display by altering the temporal resolution, e.g. by frame skipping
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/80Generation or processing of content or additional data by content creator independently of the distribution process; Content per se
    • H04N21/81Monomedia components thereof
    • H04N21/816Monomedia components thereof involving special video data, e.g 3D video
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/60Control of cameras or camera modules
    • H04N23/698Control of cameras or camera modules for achieving an enlarged field of view, e.g. panoramic image capture
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N5/00Details of television systems
    • H04N5/222Studio circuitry; Studio devices; Studio equipment
    • H04N5/262Studio circuits, e.g. for mixing, switching-over, change of character of image, other special effects ; Cameras specially adapted for the electronic generation of special effects
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N5/00Details of television systems
    • H04N5/222Studio circuitry; Studio devices; Studio equipment
    • H04N5/262Studio circuits, e.g. for mixing, switching-over, change of character of image, other special effects ; Cameras specially adapted for the electronic generation of special effects
    • H04N5/2628Alteration of picture size, shape, position or orientation, e.g. zooming, rotation, rolling, perspective, translation
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N7/00Television systems
    • H04N7/18Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
    • H04N7/183Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast for receiving images from a single remote source

Definitions

  • the invention belongs to the technical field of panoramic video, and in particular relates to a panoramic video editing method, device, equipment and storage medium.
  • Panoramic video is a video obtained by using a panoramic camera to shoot 360 degrees in all directions.
  • the user can watch the dynamic video within the shooting angle range of the panoramic camera at will.
  • the flat-panel display can only display images from one perspective of the panoramic video at a certain time, when the user wants to watch a salient target object during a certain period of time during the playback of the panoramic video, the target may disappear In the current viewing angle, it is necessary to constantly control the rotation viewing angle of the display, so the operation is more troublesome and also affects the viewing experience.
  • the embodiments of the present invention provide a panoramic video editing method, device, equipment, and storage medium, which are used to solve the problem that the smoothness of the panoramic video is not high when the panoramic video is output because the prior art cannot provide an effective panoramic video editing method.
  • an embodiment of the present invention provides a panoramic video editing method.
  • the method includes the following steps:
  • the step of recording the forward direction angle of view of the panoramic camera when moving and shooting includes:
  • a frame extraction operation is performed on the acquired panoramic video to obtain corresponding panoramic video frames
  • the salient target detection is performed on the panoramic video frames in sequence
  • a preset target tracking algorithm is used to detect the salient target.
  • the steps of tracking the sexual target and obtaining the perspective of the tracked salient target include:
  • the tracking stop event of the current salient target is detected, and when the tracking stop event of the current salient target is detected, jump to the step of performing frame extraction operations on the panoramic video to continue the salient target detection.
  • the step of using a preset target tracking algorithm to sequentially track the current salient target in subsequent panoramic video frames and obtain the perspective of the current salient target includes:
  • the tracking stop event is the loss of the current salient target, or the area of the tracking frame is smaller than a preset area.
  • the step of editing the panoramic video according to the perspective of the forward direction and the perspective of the target target to generate a target video corresponding to the panoramic video includes:
  • the step of determining the lens image of each salient target in the panoramic video frame and setting the playback speed of the lens image includes:
  • an embodiment of the present invention also provides a panoramic video editing device, which includes:
  • the angle of view recording unit is used to obtain the panoramic video shot by the panoramic camera, and record the forward direction angle of view of the panoramic camera when the panoramic camera is moving and shooting;
  • the viewing angle acquisition unit is used to perform frame extraction operations on the acquired panoramic video to obtain the corresponding panoramic video frame, perform salient target detection on the panoramic video frame, and use a preset target tracking algorithm to detect all the detected panoramic video frames. Track the salient target, and obtain the perspective of the tracked salient target; and
  • an embodiment of the present invention also provides a panoramic video editing device, including a memory, a processor, and a computer program stored in the memory and running on the processor, and the processor executes the The computer program implements the steps of the method described above.
  • an embodiment of the present invention also provides a computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the steps of the method described above are implemented.
  • the forward direction angle of view of the panoramic camera during moving shooting is recorded, and frame extraction operations are performed on the acquired panoramic video to obtain the corresponding panoramic video frames, and then the panoramic video frames are sequentially processed.
  • Salient target detection using a preset target tracking algorithm to track the detected salient target, and obtain the perspective of the tracked salient target, and edit the panoramic video according to the perspective of the forward direction and the perspective of the salient target to generate
  • the target video corresponding to the panoramic video realizes the automatic editing of the panoramic video, while ensuring the smoothness of the transition in the target video, as well as the effectiveness and interest of the content.
  • FIG. 1 is an implementation flowchart of a panoramic video editing method provided by Embodiment 1 of the present invention
  • FIG. 2 is a schematic structural diagram of a panoramic video editing device provided by Embodiment 2 of the present invention.
  • FIG. 3 is a schematic structural diagram of a panoramic video editing device provided in Embodiment 3 of the present invention.
  • FIG. 1 shows the implementation process of the panoramic video editing method provided by Embodiment 1 of the present invention.
  • the panoramic video editing method provided by the embodiment of the present invention can be applied to a computing device, where the computing device can be, but is not limited to, various personal computers, notebook computers, smart phones, tablet computers, and panoramic cameras.
  • step S101 a panoramic video shot by the panoramic camera is acquired, and the forward direction angle of view of the panoramic camera when moving and shooting is recorded.
  • step S102 a frame extraction operation is performed on the acquired panoramic video to obtain the corresponding panoramic video frame, and the salient target detection is performed on the panoramic video frame in turn, and the detected salient target is tracked by using a preset target tracking algorithm , And get the perspective of the tracked salient target.
  • the acquired panoramic video is extracted according to the preset time interval to obtain the corresponding panoramic video frame, and the salient target detection is performed on the panoramic video frame in turn, and the preset target tracking algorithm is used to detect When tracking the salient target that has been reached, and obtaining the perspective of the salient target to be tracked, it is achieved through the following steps:
  • the target with the largest saliency value is set Is the current saliency target of the currently detected panoramic video frame, so that when multiple saliency targets are detected, the to-be-tracked saliency target in the currently detected panoramic video frame is accurately obtained.
  • the target type can be set according to the shooting scene preset by the panoramic camera to further improve the accuracy of target detection.
  • the target type can be sculpture, stone monument, flower bed and landmark building, and the salient target under sculpture There can be animal sculptures, plant sculptures, human sculptures, etc.
  • algorithms including but not limited to FT (Frequency-tuned Salient Region Detection, based on frequency-tuned salient region detection) algorithms or superpixel convolutional neural networks (for example, A Superpixelwise Convolutional Neural Network) can be used.
  • FT Frequency-tuned Salient Region Detection, based on frequency-tuned salient region detection
  • superpixel convolutional neural networks for example, A Superpixelwise Convolutional Neural Network
  • Neural Network for Salient Object Detection, superpixel convolutional neural network for salient object detection and other algorithms thereby improving the accuracy of target detection and ensuring the stability of target detection.
  • the preset target tracking algorithm is used to track the current salient target in the subsequent panoramic video frames in turn, and obtain the current salient target's perspective ;
  • the preset target tracking algorithm is used to track the current saliency target in successive panoramic video frames following the frame, and Get the perspective of the current salient target.
  • the target tracking algorithm can include but not limited to KCF (High-speed Tracking with Kernelized Correlation filters) algorithm or DSST (Accurate Scale Estimation for Robust Visual Tracking, accurate scale estimation for robust visual tracking) algorithms, etc.
  • the current saliency in the currently detected panoramic video frame is obtained.
  • the area and center coordinates of the target tracking frame are used to calculate the spherical viewpoint coordinates of the current salient target according to the center coordinates, and the lens image corresponding to the viewpoint of the salient target is obtained according to the spherical viewpoint coordinates, thus simplifying the recording method of the viewpoint of the salient target. Improved the accuracy of the perspective of the salient target.
  • the tracking stop event of the current salient target when the perspective of the tracked salient target is obtained, the tracking stop event of the current salient target is detected, and when the tracking stop event of the current salient target is detected, jump to step (1) to Continue to detect salient objects.
  • step (1) to continue the saliency Target detection is to perform saliency target detection on the subsequent panoramic video frame.
  • the subsequent panoramic video frame becomes the currently detected panoramic video frame, and loops in this way to achieve target detection and tracking for all panoramic video frames.
  • the stop tracking event is the loss of the current salient target or the area of the tracking frame is smaller than the preset area, so as to accurately determine whether to stop the target tracking.
  • step S103 the panoramic video is edited according to the perspective of the forward direction and the perspective of the salient target to generate a target video corresponding to the panoramic video.
  • the panoramic video frame is traversed, and when the panoramic video frame is traversed
  • edit the lens image corresponding to the forward angle of view in the panoramic video frame and set the playback speed of the lens image.
  • there is a salient target in the panoramic video frame according to the number of frames tracked by each salient target , Determine the lens image of each salient target in the edited panoramic video frame, and set the playback speed of the lens image.
  • the traversed panoramic video frame does not have a salient target
  • clip the lens image corresponding to the forward angle of view in the panoramic video frame set the playback speed of the lens image to fast playback, so as to quickly locate the content of interest to the user, Improve the effectiveness and interest of panoramic video playback content.
  • the lens image of the corresponding perspective in the panoramic video frame is determined according to the number of frames tracked by each salient target, and the lens is set
  • the image playback speed it is preferable to determine the number of frames that each salient target is continuously tracked.
  • the number of frames is less than the set threshold, edit the lens image corresponding to the forward angle of view in the panoramic video frame, and set the lens image
  • the playback speed is fast playback.
  • the panoramic video frame is edited in the first time period from the forward direction perspective to the lens image corresponding to the perspective of the salient target, and the playback speed of the lens image is set to fast Play, edit the lens image corresponding to the perspective of the salient target in the panoramic video frame in the second time period, set the playback speed of the lens image to slow playback, and edit the panoramic video frame from the salient target in the third time period
  • the angle of view transitions to the lens image corresponding to the angle of view in the forward direction, and the playback speed of the lens image is set to fast playback.
  • the first time period, the second time period, and the third time period are part of the time period corresponding to the number of frames in which the salient target is continuously tracked.
  • the first time period, the second time period and the third time period are all 1/3 of the time period corresponding to the number of frames in which the salient target is continuously tracked, thereby improving the effectiveness and interest of the panoramic video playback content .
  • Fig. 2 shows the structure of the panoramic video editing device provided in the second embodiment of the present invention. For ease of description, only the parts related to the embodiment of the present invention are shown.
  • the panoramic video editing device includes a viewing angle recording unit 21, a viewing angle acquiring unit 22, and a video generating unit 23, wherein:
  • the angle of view recording unit 21 when the angle of view recording unit 21 records the forward direction of the panoramic camera during moving and shooting, specifically, obtains the forward direction of the panoramic camera during moving and shooting according to the panoramic video, and then obtains the lens image corresponding to the forward angle of view. In this way, the recording of the viewing angle of the panoramic camera in the forward direction is realized through the lens image corresponding to the viewing angle of the forward direction.
  • the perspective acquisition unit 22 performs frame extraction operations on the acquired panoramic video to obtain the corresponding panoramic video frame, performs salient target detection on the panoramic video frame, and uses a preset target tracking algorithm to track the detected salient target, And to obtain the perspective of the tracked salient target, the following steps are included:
  • the preset target tracking algorithm is used to track the current salient target in the subsequent panoramic video frames in turn, and obtain the current salient target's perspective ;
  • the tracking stop event of the current salient target when the perspective of the tracked salient target is obtained, the tracking stop event of the current salient target is detected, and when the tracking stop event of the current salient target is detected, jump to step (1) to Continue to detect salient objects.
  • the panoramic video frame is traversed, and when the panoramic video frame is traversed
  • edit the lens image corresponding to the forward angle of view in the panoramic video frame and set the playback speed of the lens image.
  • the panoramic video frame According to the edited lens image and the set corresponding playback speed, generate the target video corresponding to the panoramic video, so as to realize the panoramic video Automatic editing, while ensuring the smoothness of the transition in the target video, as well as the effectiveness and interest of the content.
  • the lens image of the corresponding perspective in the panoramic video frame is determined according to the number of frames tracked by each salient target, and the lens is set
  • the image playback speed it is preferable to determine the number of frames that each salient target is continuously tracked.
  • the number of frames is less than the set threshold, edit the lens image corresponding to the forward angle of view in the panoramic video frame, and set the lens image
  • the playback speed is fast playback.
  • each unit of the panoramic video editing device can be implemented by a corresponding hardware or software unit.
  • Each unit can be an independent software and hardware unit, or can be integrated into a software and hardware unit. invention.
  • the forward direction angle of view of the panoramic camera during moving shooting is recorded, and the obtained panoramic video is subjected to frame extraction operation to obtain the corresponding panoramic video frame.
  • Perform salient target detection use a preset target tracking algorithm to track the detected salient target, and obtain the perspective of the tracked salient target, and edit the panoramic video according to the perspective of the forward direction and the perspective of the salient target.
  • Generate the target video corresponding to the panoramic video realize the automatic editing of the panoramic video, and at the same time ensure the smoothness of the transition in the target video, as well as the effectiveness and interest of the content.

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  • Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Signal Processing (AREA)
  • Television Signal Processing For Recording (AREA)
  • Signal Processing For Digital Recording And Reproducing (AREA)
  • Management Or Editing Of Information On Record Carriers (AREA)
  • Studio Devices (AREA)

Abstract

本发明适用于全景视频技术领域,提供了一种全景视频剪辑方法、装置、设备及存储介质,该方法包括:获取全景相机拍摄的全景视频,并记录所述全景相机在移动拍摄时的前进方向视角;对获取的所述全景视频进行抽帧操作,以得到对应的全景视频帧,对所述全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的所述显著性目标进行追踪,并获取追踪的所述显著性目标所在视角;根据所述前进方向视角和所述显著性目标所在视角,对所述全景视频进行剪辑,生成所述全景视频对应的目标视频,实现了全景视频的自动剪辑,同时保证了目标视频中转场的流畅性、以及内容的有效性和趣味性。

Description

一种全景视频剪辑方法、装置、设备及存储介质 技术领域
本发明属于全景视频技术领域,尤其涉及一种全景视频剪辑方法、装置、设备及存储介质。
背景技术
全景视频是利用全景摄像机进行全方位360度进行拍摄而得到的视频,用户能够任意观看在全景摄像机拍摄角度范围内的动态视频。在观看全景视频时,由于平面显示器某一时刻只能显示全景视频其中一个视角的图像,当用户在全景视频播放过程中的某个时间段想要观看某一个显著目标对象时,可能由于目标消失在当前视角而需要不断控制显示器转动视角,因此操作比较麻烦,同时也会影响观看体验。
技术问题
本发明实施例提供一种全景视频剪辑方法、装置、设备及存储介质,用于解决由于现有技术无法提供一种有效的全景视频剪辑方法,导致全景视频在输出时流畅性不高的问题。
技术解决方案
一方面,本发明实施例提供了一种全景视频剪辑方法,所述方法包括下述步骤:
获取全景相机拍摄的全景视频,并记录所述全景相机在移动拍摄时的前进方向视角;
对获取的所述全景视频进行抽帧操作,以得到对应的全景视频帧,对所述全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的所述显著性目标进行追踪,并获取追踪的所述显著性目标所在视角;
根据所述前进方向视角和所述著性目标所在视角,对所述全景视频进行剪辑,生成所述全景视频对应的目标视频。
优选地,记录所述全景相机在移动拍摄时的前进方向视角的步骤,包括:
根据所述全景视频获取所述全景相机移动拍摄时的前进方向,获取所述前进方向视角对应的镜头图像,所述全景视频为原始球面视频。
优选地,对获取的所述全景视频进行抽帧操作,以得到对应的全景视频帧,依次对所述全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的所述显著性目标进行追踪,并获取追踪的所述显著性目标所在视角的步骤,包括:
对所述全景视频进行抽帧操作,以得到对应的全景视频帧,对所述全景视频帧进行显著性目标检测;
当在当前被检测全景视频帧中检测出当前显著性目标时,采用预设的目标跟踪算法依次在后续全景视频帧中对所述当前显著性目标进行追踪,并获取所述当前显著性目标所在视角。
进一步优选地,获取所述当前显著性目标所在视角的步骤之后,还包括:
检测所述当前显著性目标的停止追踪事件,当检测到所述当前显著性目标的停止追踪事件时,跳转至对所述全景视频进行抽帧操作的步骤,以继续进行显著性目标检测。
进一步优选地,对所述全景视频帧进行显著性目标检测的步骤,包括:
当在当前被检测全景视频帧中检测出预设的目标种类时,将显著性值最大的目标设置为所述当前被检测全景视频帧的当前显著性目标。
进一步优选地,采用预设的目标跟踪算法依次在后续全景视频帧中对所述当前显著性目标进行追踪,并获取所述当前显著性目标所在视角的步骤,包括:
获取所述当前被检测全景视频帧中当前显著性目标追踪框的中心坐标,根据所述中心坐标计算所述当前显著性目标的球面视点坐标;
根据所述球面视点坐标,获取所述显著性目标所在视角对应的镜头图像。
优选地,所述停止追踪事件为丢失所述当前显著性目标、或所述追踪框的面积小于预设面积。
优选地,根据所述前进方向视角和所述著性目标所在视角,对所述全景视频进行剪辑,生成所述全景视频对应的目标视频的步骤,包括:
遍历所述全景视频帧的全景视频帧,当所述全景视频帧不存在显著性目标时,剪辑全景视频帧中前进方向视角对应的镜头图像,并设置所述镜头图像的播放速度;
当所述全景视频帧存在显著性目标时,根据每个显著性目标被追踪到的帧数,确定剪辑全景视频帧中对应视角的镜头图像,并设置所述镜头图像的播放速度;
根据剪辑的镜头图像和设置的对应播放速度,生成所述全景视频对应的目标视频。
进一步优选地,根据每个显著性目标被追踪到的帧数,确定剪辑全景视频帧中每个显著性目标所在视角的镜头图像,并设置所述镜头图像的播放速度的步骤,包括:
判断每个显著性目标被连续追踪到的帧数,当所述帧数小于设定阈值时,剪辑全景视频帧中前进方向视角对应的镜头图像,并设置所述镜头图像的播放速度为快速播放;
当所述帧数大于所述设定阈值时, 在第一时间段内剪辑全景视频帧中从前进方向视角过渡到显著性目标所在视角对应的镜头图像,设置所述镜头图像的播放速度为快速播放,在第二时间段内剪辑全景视频帧中显著性目标所在视角对应的镜头图像,设置所述镜头图像的播放速度为慢速播放,在第三时间段内剪辑全景视频帧中从显著性目标所在视角过渡到前进方向视角对应的镜头图像,设置所述镜头图像的播放速度为快速播放。
另一方面,本发明实施例还提供了一种全景视频剪辑装置,所述装置包括:
视角记录单元,用于获取全景相机拍摄的全景视频,并记录所述全景相机在移动拍摄时的前进方向视角;
视角获取单元,用于对获取的所述全景视频进行抽帧操作,以得到对应的全景视频帧,对所述全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的所述显著性目标进行追踪,并获取追踪的所述显著性目标所在视角;以及
视频生成单元,用于根据所述前进方向视角和所述著性目标所在视角,对所述全景视频进行剪辑,生成所述全景视频对应的目标视频。
另一方面,本发明实施例还提供了一种全景视频剪辑设备,包括存储器、处理器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,所述处理器执行所述计算机程序时实现如上所述方法的步骤。
另一方面,本发明实施例还提供了一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,所述计算机程序被处理器执行时实现如上所述方法的步骤。
有益效果
本发明实施例在获取全景相机拍摄的全景视频后,记录全景相机在移动拍摄时的前进方向视角,对获取的全景视频进行抽帧操作,以得到对应的全景视频帧,依次对全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的显著性目标进行追踪,并获取追踪的显著性目标所在视角,根据前进方向视角和著性目标所在视角,对全景视频进行剪辑,生成全景视频对应的目标视频,实现了全景视频的自动剪辑,同时保证了目标视频中转场的流畅性、以及内容的有效性和趣味性。
附图说明
图1是本发明实施例一提供的全景视频剪辑方法的实现流程图;
图2是本发明实施例二提供的全景视频剪辑装置的结构示意图;以及
图3是本发明实施例三提供的全景视频剪辑设备的结构示意图。
本发明的实施方式
为了使本发明的目的、技术方案及优点更加清楚明白,以下结合附图及实施例,对本发明进行进一步详细说明。应当理解,此处所描述的具体实施例仅仅用以解释本发明,并不用于限定本发明。
以下结合具体实施例对本发明的具体实现进行详细描述:
实施例一:
图1示出了本发明实施例一提供的全景视频剪辑方法的实现流程。本发明实施例提供的全景视频剪辑方法可应用在计算设备上,其中,计算设备可以但不限于各种个人计算机、笔记本电脑、智能手机、平板电脑和全景相机。
为了便于说明,图1仅示出了与本发明实施例相关的部分,详述如下:
在步骤S101中,获取全景相机拍摄的全景视频,并记录全景相机在移动拍摄时的前进方向视角。
本发明实施例适用于全景视频剪辑,以用于剪辑全景视频,该全景视频通过全景相机拍摄得到,全景相机由2个或2个以上鱼眼镜头组成,得到的全景视频为原始球面视频。在记录全景相机在拍摄时的前进方向视角时,具体地,根据全景视频获取全景相机移动拍摄时的前进方向,进而获取前进方向视角对应的镜头图像,从而通过前进方向视角对应的镜头图像实现全景相机前进方向视角的记录。
在步骤S102中,对获取的全景视频进行抽帧操作,以得到对应的全景视频帧,依次对全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的显著性目标进行追踪,并获取追踪的显著性目标所在视角。
在本发明实施例中,按照预设的时间间隔对获取的全景视频进行抽帧,以得到对应的全景视频帧,依次对全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的显著性目标进行追踪,并获取追踪的显著性目标所在视角时,通过以下步骤来实现:
(1)对全景视频进行抽帧操作,以得到对应的全景视频帧,对全景视频帧进行显著性目标检测;
在本发明实施例中,在对全景视频帧进行显著性目标检测时,当在当前被检测的全景视频帧中检测出预设目标种类下的显著性目标时,将显著性值最大的目标设置为当前被检测全景视频帧的当前显著性目标,从而在检测到多个显著性目标时准确地获取当前被检测全景视频帧中的待追踪显著性目标,当在当前被检测全景视频帧中未检测出目标种类下的显著性目标时,确认当前被检测全景视频帧不存在显著性目标。目标种类可以根据全景相机预设的拍摄场景设置,以进一步提高目标检测的准确性,例如,目标种类可以为雕塑类、石碑类、花坛类和标志性建筑类,雕塑类下的显著性目标则可以有动物雕塑、植物雕塑、人体雕塑等。具体地,对全景视频帧进行显著性目标检测时,可以采用包括但不限于FT(Frequency-tuned Salient Region Detection,基于频率调谐显著区域检测)算法或超像素卷积神经网络(例如,A Superpixelwise Convolutional Neural Network for Salient Object Detection,用于显著性目标检测的超像素卷积神经网络)等算法,从而提高目标检测的准确性,同时保证目标检测的稳定性。
(2)当在当前被检测全景视频帧中检测出当前显著性目标时,采用预设的目标跟踪算法依次在后续全景视频帧中对当前显著性目标进行追踪,并获取当前显著性目标所在视角;
在本发明实施例中,当在当前被检测全景视频帧中检测出当前显著性目标时,采用预设的目标跟踪算法依次在该帧后续的全景视频帧中对当前显著性目标进行追踪,并获取当前显著性目标所在视角。其中,目标跟踪算法可采用包括但不限于KCF(High-speed Tracking with Kernelized Correlation filters,基于核相关滤波器的高速追踪)算法或DSST(Accurate Scale Estimation for Robust Visual Tracking,用于鲁棒视觉跟踪的精确尺度估计)算法等。
具体地,在采用预设的目标跟踪算法依次在该帧后续的全景视频帧中对当前显著性目标进行追踪,并获取当前显著性目标所在视角时,获取当前被检测全景视频帧中当前显著性目标追踪框的面积和中心坐标,根据中心坐标计算当前显著性目标的球面视点坐标,根据球面视点坐标,获取显著性目标所在视角对应的镜头图像,从而简化了显著性目标所在视角的记录方式,提高了显著性目标所在视角获取的准确性。
在本发明实施例中,在获取追踪的显著性目标所在视角时,检测当前显著性目标的停止追踪事件,当检测到当前显著性目标的停止追踪事件时,跳转至步骤(1),以继续进行显著性目标检测。
在本发明实施例中,当在当前被检测全景视频帧后续一全景视频帧的目标追踪过程中检测到当前显著性目标的停止追踪事件时,跳转至步骤(1),以继续进行显著性目标检测,即对该后续一全景视频帧进行显著性目标检测,此时该后续一全景视频帧成为当前被检测全景视频帧,如此循环,从而实现对所有全景视频帧进行目标检测和追踪。其中,停止追踪事件为丢失当前显著性目标、或追踪框的面积小于预设面积,以准确地判定是否停止目标追踪。
在步骤S103中,根据前进方向视角和显著性目标所在视角,对全景视频进行剪辑,生成全景视频对应的目标视频。
在本发明实施例中,在获取或记录好抽取的全景视频帧的前进方向视角和显著性目标所在视角后,为了生成全景视频对应的目标视频,遍历全景视频帧,当遍历到的全景视频帧不存在显著性目标时,剪辑全景视频帧中前进方向视角对应的镜头图像,并设置镜头图像的播放速度,当全景视频帧存在显著性目标时,根据每个显著性目标被追踪到的帧数,确定剪辑全景视频帧中每个显著性目标所在视角的镜头图像,并设置镜头图像的播放速度,根据剪辑的镜头图像和设置的对应播放速度,生成全景视频对应的目标视频,从而实现全景视频的自动剪辑,同时保证目标视频中转场的流畅性、以及内容的有效性和趣味性。其中,目标视频为单一视角视频或平面视频。
优选地,当遍历到的全景视频帧不存在显著性目标时,剪辑全景视频帧中前进方向视角对应的镜头图像,设置镜头图像的播放速度为快速播放,从而快速定位到用户感兴趣的内容,提高全景视频播放内容的有效性和趣味性。
为了进一步提高全景视频播放时的流畅性、以及内容的有效性和趣味性,在根据每个显著性目标被追踪到的帧数确定剪辑全景视频帧中对应视角的镜头图像,并设置所述镜头图像的播放速度时,优选地,判断每个显著性目标被连续追踪到的帧数,当帧数小于设定阈值时,剪辑全景视频帧中前进方向视角对应的镜头图像,并设置镜头图像的播放速度为快速播放,当帧数大于设定阈值时, 在第一时间段内剪辑全景视频帧中从前进方向视角过渡到显著性目标所在视角对应的镜头图像,设置镜头图像的播放速度为快速播放,在第二时间段内剪辑全景视频帧中显著性目标所在视角对应的镜头图像,设置镜头图像的播放速度为慢速播放,在第三时间段内剪辑全景视频帧中从显著性目标所在视角过渡到前进方向视角对应的镜头图像,设置镜头图像的播放速度为快速播放。第一时间段、第二时间段和第三时间段为显著性目标被连续追踪到的帧数对应的时间段的一部分。优选地,第一时间段、第二时间段和第三时间段均为显著性目标被连续追踪到的帧数对应的时间段的1/3,从而提高全景视频播放内容的有效性和趣味性。
实施例二:
图2示出了本发明实施例二提供的全景视频剪辑装置的结构,为了便于说明,仅示出了与本发明实施例相关的部分。
在本发明实施例中,全景视频剪辑装置包括视角记录单元21、视角获取单元22以及视频生成单元23,其中:
视角记录单元21,用于获取全景相机拍摄的全景视频,并记录全景相机在移动拍摄时的前进方向视角;
在本发明实施例中,视角记录单元21在记录全景相机在移动拍摄时的前进方向视角时,具体地,根据全景视频获取全景相机移动拍摄时的前进方向,进而获取前进方向视角对应的镜头图像,从而通过前进方向视角对应的镜头图像实现全景相机前进方向视角的记录。
视角获取单元22,用于对获取的全景视频进行抽帧操作,以得到对应的全景视频帧,对全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的显著性目标进行追踪,并获取追踪的显著性目标所在视角;
视角获取单元22在对获取的全景视频进行抽帧操作,以得到对应的全景视频帧,对全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的显著性目标进行追踪,并获取追踪的显著性目标所在视角时,包括以下步骤:
(1)对全景视频进行抽帧操作,以得到对应的全景视频帧,对全景视频帧进行显著性目标检测;
在本发明实施例中,在对全景视频帧进行显著性目标检测时,当在当前被检测的全景视频帧中检测出预设的目标种类下的显著性目标时,将显著性值最大的目标设置为当前被检测全景视频帧的当前显著性目标,从而在检测到多个显著性目标时准确地获取当前被检测全景视频帧中的待追踪显著性目标,当在当前被检测全景视频帧中未检测出目标种类下的显著性目标时,确认当前被检测全景视频帧不存在显著性目标。目标种类可以根据全景相机预设的拍摄场景设置,以进一步提高目标检测的准确性。
(2)当在当前被检测全景视频帧中检测出当前显著性目标时,采用预设的目标跟踪算法依次在后续全景视频帧中对当前显著性目标进行追踪,并获取当前显著性目标所在视角;
在本发明实施例中,当在当前被检测全景视频帧中检测出当前显著性目标时,采用预设的目标跟踪算法依次在该帧后续的全景视频帧中对当前显著性目标进行追踪,并获取当前显著性目标所在视角。具体地,在采用预设的目标跟踪算法依次在该帧后续的全景视频帧中对当前显著性目标进行追踪,并获取当前显著性目标所在视角时,获取当前被检测全景视频帧中当前显著性目标追踪框的面积和中心坐标,根据中心坐标计算当前显著性目标的球面视点坐标,根据球面视点坐标,获取显著性目标所在视角对应的镜头图像,从而简化了显著性目标所在视角的记录方式。
在本发明实施例中,在获取追踪的显著性目标所在视角时,检测当前显著性目标的停止追踪事件,当检测到当前显著性目标的停止追踪事件时,跳转至步骤(1),以继续进行显著性目标检测。
在本发明实施例中,当在当前被检测全景视频帧后续一全景视频帧的目标追踪过程中检测到当前显著性目标的停止追踪事件时,跳转至步骤(1),以继续进行显著性目标检测,即对该后续一全景视频帧进行显著性目标检测,此时该后续一全景视频帧成为当前被检测全景视频帧,如此循环,以对所有全景视频帧进行目标检测和追踪。其中,停止追踪事件为丢失当前显著性目标或追踪框的面积小于预设面积,以准确地判定是否停止目标追踪。
视频生成单元23,用于根据前进方向视角和显著性目标所在视角,对全景视频进行剪辑,生成全景视频对应的目标视频。
在本发明实施例中,在获取或记录好抽取的全景视频帧的前进方向视角和显著性目标所在视角后,为了生成全景视频对应的目标视频,遍历全景视频帧,当遍历到的全景视频帧不存在显著性目标时,剪辑全景视频帧中前进方向视角对应的镜头图像,并设置镜头图像的播放速度,当全景视频帧存在显著性目标时,根据每个显著性目标被追踪到的帧数,确定剪辑全景视频帧中每个显著性目标所在视角的镜头图像,并设置镜头图像的播放速度,根据剪辑的镜头图像和设置的对应播放速度,生成全景视频对应的目标视频,从而实现全景视频的自动剪辑,同时保证目标视频中转场的流畅性、以及内容的有效性和趣味性。
优选地,当遍历到的全景视频帧不存在显著性目标时,剪辑全景视频帧中前进方向视角对应的镜头图像,设置镜头图像的播放速度为快速播放,从而快速定位到用户感兴趣的内容,提高全景视频播放内容的有效性和趣味性。
为了进一步提高全景视频播放时的流畅性、以及内容的有效性和趣味性,在根据每个显著性目标被追踪到的帧数确定剪辑全景视频帧中对应视角的镜头图像,并设置所述镜头图像的播放速度时,优选地,判断每个显著性目标被连续追踪到的帧数,当帧数小于设定阈值时,剪辑全景视频帧中前进方向视角对应的镜头图像,并设置镜头图像的播放速度为快速播放,当帧数大于设定阈值时, 在第一时间段内剪辑全景视频帧中从前进方向视角过渡到显著性目标所在视角对应的镜头图像,设置镜头图像的播放速度为快速播放,在第二时间段内剪辑全景视频帧中显著性目标所在视角对应的镜头图像,设置镜头图像的播放速度为慢速播放,在第三时间段内剪辑全景视频帧中从显著性目标所在视角过渡到前进方向视角对应的镜头图像,设置镜头图像的播放速度为快速播放。
在本发明实施例中,全景视频剪辑装置的各单元可由相应的硬件或软件单元实现,各单元可以为独立的软、硬件单元,也可以集成为一个软、硬件单元,在此不用以限制本发明。
实施例三:
图3示出了本发明实施例三提供的全景视频剪辑设备的结构,为了便于说明,仅示出了与本发明实施例相关的部分。
本发明实施例的全景视频剪辑设备3包括处理器30、存储器31以及存储在存储器31中并可在处理器30上运行的计算机程序32。该处理器30执行计算机程序32时实现上述全景视频剪辑方法实施例中的步骤,例如图1所示的步骤S101至S103。或者,处理器30执行计算机程序32时实现上述装置实施例中各单元的功能,例如图2所示单元21至23的功能。
本发明实施例在获取全景相机拍摄的全景视频后,记录全景相机在移动拍摄时的前进方向视角,对获取的全景视频进行抽帧操作,以得到对应的全景视频帧,依次对全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的显著性目标进行追踪,并获取追踪的显著性目标所在视角,根据前进方向视角和显著性目标所在视角,对全景视频进行剪辑,生成全景视频对应的目标视频,实现了全景视频的自动剪辑,同时保证了目标视频中转场的流畅性、以及内容的有效性和趣味性。
本发明实施例的全景视频剪辑设备可以为智能手机、个人计算机或全景相机本身等。该全景视频剪辑设备3中处理器30执行计算机程序32时实现全景视频剪辑方法时实现的步骤可参考前述方法实施例的描述,在此不再赘述。
实施例四:
在本发明实施例中,提供了一种计算机可读存储介质,该计算机可读存储介质存储有计算机程序,该计算机程序被处理器执行时实现上述全景视频剪辑方法实施例中的步骤,例如,图1所示的步骤S101至S103。或者,该计算机程序被处理器执行时实现上述各装置实施例中各单元的功能,例如图2所示单元21至23的功能。
在本发明实施例中,获取全景相机拍摄的全景视频后记录全景相机在移动拍摄时的前进方向视角,对获取的全景视频进行抽帧操作,以得到对应的全景视频帧,依次对全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的显著性目标进行追踪,并获取追踪的显著性目标所在视角,根据前进方向视角和著性目标所在视角,对全景视频进行剪辑,生成全景视频对应的目标视频,实现了全景视频的自动剪辑,同时保证了目标视频中转场的流畅性、以及内容的有效性和趣味性。
本发明实施例的计算机可读存储介质可以包括能够携带计算机程序代码的任何实体或装置、记录介质,例如,ROM/RAM、磁盘、光盘、闪存等存储器。
以上所述仅为本发明的较佳实施例而已,并不用以限制本发明,凡在本发明的精神和原则之内所作的任何修改、等同替换和改进等,均应包含在本发明的保护范围之内。

Claims (12)

  1. 一种全景视频剪辑方法,其特征在于,所述方法包括下述步骤:
    获取全景相机拍摄的全景视频,并记录所述全景相机在移动拍摄时的前进方向视角;
    对获取的所述全景视频进行抽帧操作,以得到对应的全景视频帧,对所述全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的所述显著性目标进行追踪,并获取追踪的所述显著性目标所在视角;
    根据所述前进方向视角和所述显著性目标所在视角,对所述全景视频进行剪辑,生成所述全景视频对应的目标视频。
  2. 如权利要求1所述的全景视频剪辑方法,其特征在于,记录所述全景相机在移动拍摄时的前进方向视角的步骤,包括:
    根据所述全景视频获取所述全景相机移动拍摄时的前进方向,获取所述前进方向视角对应的镜头图像,所述全景视频为原始球面视频。
  3. 如权利要求1所述的全景视频剪辑方法,其特征在于,对获取的所述全景视频进行抽帧操作,以得到对应的全景视频帧,对所述全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的所述显著性目标进行追踪,并获取追踪的所述显著性目标所在视角的步骤,包括:
    对所述全景视频进行抽帧操作,以得到对应的全景视频帧,对所述全景视频帧进行显著性目标检测;
    当在当前被检测全景视频帧中检测出当前显著性目标时,采用预设的目标跟踪算法依次在后续全景视频帧中对所述当前显著性目标进行追踪,并获取所述当前显著性目标所在视角。
  4. 如权利要求3所述的全景视频剪辑方法,其特征在于,获取所述当前显著性目标所在视角的步骤之后,还包括:
    检测所述当前显著性目标的停止追踪事件,当检测到所述当前显著性目标的停止追踪事件时,跳转至对所述全景视频进行抽帧操作的步骤,以继续进行显著性目标检测。
  5. 如权利要求3所述的全景视频剪辑方法,其特征在于,对所述全景视频帧进行显著性目标检测的步骤,包括:
    当在当前被检测全景视频帧中检测出预设的目标种类时,将显著性值最大的目标设置为所述当前被检测全景视频帧的当前显著性目标。
  6. 如权利要求3所述的全景视频剪辑方法,其特征在于,采用预设的目标跟踪算法依次在后续全景视频帧中对所述当前显著性目标进行追踪,并获取所述当前显著性目标所在视角的步骤,包括:
    获取所述当前被检测全景视频帧中当前显著性目标追踪框的中心坐标,根据所述中心坐标计算所述当前显著性目标的球面视点坐标;
    根据所述球面视点坐标,获取所述显著性目标所在视角对应的镜头图像。
  7. 如权利要求6所述的全景视频剪辑方法,其特征在于,所述停止追踪事件为丢失所述当前显著性目标或所述追踪框的面积小于预设面积。
  8. 如权利要求1所述的全景视频剪辑方法,其特征在于,根据所述前进方向视角和所述显著性目标所在视角,对所述全景视频进行剪辑,生成所述全景视频对应的目标视频的步骤,包括:
    遍历所述全景视频帧的全景视频帧,当所述全景视频帧不存在显著性目标时,剪辑全景视频帧中前进方向视角对应的镜头图像,并设置所述镜头图像的播放速度;
    当所述全景视频帧存在显著性目标时,根据每个显著性目标被追踪到的帧数,确定剪辑全景视频帧中每个显著性目标所在视角的镜头图像,并设置所述镜头图像的播放速度;
    根据剪辑的镜头图像和设置的对应播放速度,生成所述全景视频对应的目标视频。
  9. 如权利要求8所述的全景视频剪辑方法,其特征在于,根据每个显著性目标被追踪到的帧数,确定剪辑全景视频帧中每个显著性目标所在视角的镜头图像,并设置所述镜头图像的播放速度的步骤,包括:
    判断每个显著性目标被连续追踪到的帧数,当所述帧数小于设定阈值时,剪辑全景视频帧中前进方向视角对应的镜头图像,并设置所述镜头图像的播放速度为快速播放;
    当所述帧数大于所述设定阈值时, 在第一时间段内剪辑全景视频帧中从前进方向视角过渡到显著性目标所在视角对应的镜头图像,设置所述镜头图像的播放速度为快速播放,在第二时间段内剪辑全景视频帧中显著性目标所在视角对应的镜头图像,设置所述镜头图像的播放速度为慢速播放,在第三时间段内剪辑全景视频帧中从显著性目标所在视角过渡到前进方向视角对应的镜头图像,设置所述镜头图像的播放速度为快速播放。
  10. 一种全景视频剪辑装置,其特征在于,所述装置包括:
    视角记录单元,用于获取全景相机拍摄的全景视频,并记录所述全景相机在移动拍摄时的前进方向视角;
    视角获取单元,用于对获取的所述全景视频进行抽帧操作,以得到对应的全景视频帧,对所述全景视频帧进行显著性目标检测,采用预设的目标跟踪算法对检测到的所述显著性目标进行追踪,并获取追踪的所述显著性目标所在视角;以及
    视频生成单元,用于根据所述前进方向视角和所述显著性目标所在视角,对所述全景视频进行剪辑,生成所述全景视频对应的目标视频。
  11. 一种全景视频剪辑设备,包括存储器、处理器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,其特征在于,所述处理器执行所述计算机程序时实现如权利要求1至8任一项所述方法的步骤。
  12. 一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,其特征在于,所述计算机程序被处理器执行时实现如权利要求1至8任一项所述方法的步骤。
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