CN104301736B - A UHD frame rate up-conversion system that reduces memory bandwidth requirements - Google Patents
A UHD frame rate up-conversion system that reduces memory bandwidth requirements Download PDFInfo
- Publication number
- CN104301736B CN104301736B CN201410538367.9A CN201410538367A CN104301736B CN 104301736 B CN104301736 B CN 104301736B CN 201410538367 A CN201410538367 A CN 201410538367A CN 104301736 B CN104301736 B CN 104301736B
- Authority
- CN
- China
- Prior art keywords
- definition
- module
- vector
- ultra
- motion vector
- Prior art date
- Legal status (The legal status 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 status listed.)
- Active
Links
Landscapes
- Television Systems (AREA)
- Compression Or Coding Systems Of Tv Signals (AREA)
Abstract
本发明公开了一种减少存储带宽需求的超高清帧率上变换系统,其中:输入模块接收超高清视频图像流,经过降采样得到高清视频图像,并将原始图像及降采样后的图像存入片外存储器;运动估计模块从片外存储器读入高清分辨率下搜索窗的像素数据,计算出对应的运动矢量,此运动矢量经过缩放后作为超高清分辨率下运动矢量的粗值;矢量后处理模块接收到运动矢量粗值,对其进一步细化、平滑处理,得到运动矢量最终值;内插模块从片外存储器读入运动矢量最终值对应的参考像素块,计算出内插像素块。本发明通过只读取高清分辨率下的搜索窗而实现超高清帧率上变换,减少了片外存储带宽需求、片内存储面积和访存带宽,同时克服了降低分辨率带来的运动估计误差。
The invention discloses an ultra-high-definition frame rate up-conversion system that reduces storage bandwidth requirements, wherein: an input module receives an ultra-high-definition video image stream, obtains a high-definition video image through down-sampling, and stores the original image and the down-sampled image into Off-chip memory; the motion estimation module reads the pixel data of the search window in high-definition resolution from the off-chip memory, and calculates the corresponding motion vector, which is scaled and used as the rough value of the motion vector in ultra-high-definition resolution; after the vector The processing module receives the rough value of the motion vector, further refines and smoothes it to obtain the final value of the motion vector; the interpolation module reads the reference pixel block corresponding to the final value of the motion vector from the off-chip memory, and calculates the interpolated pixel block. The present invention realizes ultra-high-definition frame rate up-conversion by only reading the search window at high-definition resolution, reduces off-chip storage bandwidth requirements, on-chip storage area and memory access bandwidth, and overcomes motion estimation caused by lowering resolution error.
Description
技术领域technical field
本发明涉及视频处理领域,具体地,涉及一种视频处理系统,用于在超高清帧率上变换中以减少存储带宽需求。The present invention relates to the field of video processing, in particular to a video processing system used for reducing storage bandwidth requirements in ultra-high-definition frame rate up-conversion.
背景技术Background technique
近年来,人们对高品质视觉享受的主观需求和半导体技术快速发展的客观条件共同促进了超高清电视产业的蓬勃发展。然而,由于当前传输系统带宽的限制,超高清电视节目只能以较低的帧率传输。与此同时,大屏幕显示设备的刷新率又有较大的提升,视频帧率低于屏幕刷新率,这一失配直接导致图像出现拖影、停顿、模糊等现象,显示效果不佳。视频帧率上变换技术作为重要的视频后处理手段,可以有效的提升显示视频的帧率,在高刷新率的显示屏上提高图像的主观质量。In recent years, people's subjective demand for high-quality visual enjoyment and the objective conditions of the rapid development of semiconductor technology have jointly promoted the vigorous development of the UHD TV industry. However, due to the limitation of the bandwidth of the current transmission system, UHD TV programs can only be transmitted at a lower frame rate. At the same time, the refresh rate of large-screen display devices has been greatly improved, and the video frame rate is lower than the screen refresh rate. This mismatch directly leads to image smearing, pauses, blurring, etc., and the display effect is not good. As an important video post-processing method, the video frame rate up-conversion technology can effectively increase the frame rate of the displayed video and improve the subjective quality of the image on a high refresh rate display.
帧率上变换系统的带宽通常与视频分辨率、帧率以及搜索窗大小等因素有关。对于超高清帧率上变换系统,其处理对象为超高清视频图像,相应的视频分辨率、搜索窗较高清视频增大很多,因此极高的带宽需求成为实现超高清帧率上变换系统的瓶颈。现有专利技术(如公开号CN102067583A)中,有人利用视频压缩方法来降低带宽需求,此类方法虽然可以用于超高清帧率上变换系统,但是大大提高了整个系统的计算复杂度。The bandwidth of the frame rate up-conversion system is usually related to factors such as video resolution, frame rate, and search window size. For the UHD frame rate up-conversion system, the processing object is UHD video images, and the corresponding video resolution and search window are much larger than those of high-definition video. Therefore, the extremely high bandwidth requirement becomes the bottleneck of the ultra-high-definition frame rate up-conversion system . In the existing patented technology (such as publication number CN102067583A), some people use video compression methods to reduce bandwidth requirements. Although such methods can be used in ultra-high-definition frame rate up-conversion systems, they greatly increase the computational complexity of the entire system.
发明内容Contents of the invention
针对现有技术中的不足,本发明的目的是提供一种超高清视频帧率上变换系统,可以大幅减少存储带宽需求,同时保持图像质量。In view of the deficiencies in the prior art, the purpose of the present invention is to provide an ultra-high-definition video frame rate up-conversion system, which can greatly reduce storage bandwidth requirements while maintaining image quality.
为实现上述目的,本发明所述的减少存储带宽需求的超高清帧率上变换系统,包括输入模块、运动估计模块、矢量后处理模块和内插模块,其中:In order to achieve the above object, the ultra-high-definition frame rate up-conversion system that reduces storage bandwidth requirements described in the present invention includes an input module, a motion estimation module, a vector post-processing module, and an interpolation module, wherein:
所述输入模块,用于接收超高清视频图像流,经过1/4降采样后,得到高清视频图像;同时将原始超高清视频图像和降采样后的高清视频图像存入片外存储器;The input module is used to receive ultra-high-definition video image streams, and obtain high-definition video images after 1/4 down-sampling; simultaneously store original ultra-high-definition video images and down-sampled high-definition video images into off-chip memory;
所述运动估计模块,用于从片外存储器读入高清分辨率下搜索窗的像素数据,通过块匹配算法得到此分辨率下的运动矢量,此运动矢量经过2倍缩放后作为超高清分辨率下运动矢量的粗值;The motion estimation module is used to read in the pixel data of the search window under the high-definition resolution from the off-chip memory, and obtain the motion vector under the resolution through the block matching algorithm. Coarse value of the lower motion vector;
所述矢量后处理模块,耦接至所述运动估计模块,将运动估计得到的运动矢量粗值进一步细化、平滑处理,从而降低矢量缩放引入的误差,提高矢量场的平滑度以及稠密度;The vector post-processing module is coupled to the motion estimation module, and further refines and smoothes the rough value of the motion vector obtained by motion estimation, thereby reducing the error introduced by vector scaling and improving the smoothness and density of the vector field;
所述内插模块,耦接至所述矢量后处理模块,根据矢量后处理模块得到的运动矢量最终值,从片外存储器读入对应的参考像素块,计算出内插像素块。The interpolation module is coupled to the vector post-processing module, reads the corresponding reference pixel block from the off-chip memory according to the final value of the motion vector obtained by the vector post-processing module, and calculates the interpolation pixel block.
优选地,所述输入模块包括HDMI、DP、Diiva等数字音视频接口和降采样子模块,其中数字音视频接口接收传输超高清视频图像流,降采样子模块对超高清视频图像流进行1/4采样,并将原始超高清视频图像和高清视频图像存入外存。Preferably, the input module includes digital audio and video interfaces such as HDMI, DP, Diiva and a downsampling sub-module, wherein the digital audio and video interface receives and transmits an ultra-high-definition video image stream, and the down-sampling sub-module performs 1/2 on the ultra-high-definition video image stream. 4 samples, and store the original ultra-high-definition video images and high-definition video images in external memory.
更优选地,所述输入模块至少将连续两帧原始超高清视频图像和两帧降采样后的高清视频图像保存到片外存储器。More preferably, the input module saves at least two consecutive frames of original ultra-high-definition video images and two frames of down-sampled high-definition video images to the off-chip memory.
优选地,所述运动估计模块包括更新控制模块、片内高速缓存和块匹配计算子模块,其中更新控制模块控制从片外存储器读入高清搜索窗数据,保存在片内高速缓存中,块匹配计算子模块在所述搜索窗范围内进行匹配运算,从而得到高清分别率下的运动矢量,将此运动矢量进行2倍缩放后输出至矢量后处理模块。Preferably, the motion estimation module includes an update control module, an on-chip cache, and a block matching calculation submodule, wherein the update control module controls to read in high-definition search window data from the off-chip memory, save it in the on-chip cache, and block match The calculation sub-module performs a matching operation within the range of the search window to obtain a motion vector at a high-definition resolution, and outputs the motion vector to the vector post-processing module after being scaled by 2 times.
优选地,所述矢量后处理模块包括两级滤波子模块,所述滤波子模块根据时空邻域矢量场的相关性、并通过分解当前匹配块的尺寸,逐级提高矢量场的平滑度及稠密度;所述矢量后处理模块仅对运动估计模块得到的粗略矢量场进行滤波处理,处理过程不涉及像素信息。Preferably, the vector post-processing module includes a two-stage filtering sub-module, and the filtering sub-module improves the smoothness and density of the vector field step by step according to the correlation of the space-time neighborhood vector field and by decomposing the size of the current matching block The vector post-processing module only performs filtering processing on the rough vector field obtained by the motion estimation module, and the processing process does not involve pixel information.
优选地,所述系统只读入高清分辨率搜索窗的像素数据,所述内插模块直接从片外存储器读入超高清参考块的像素进行内插。所述内插模块高效地读取片外超高清视频图像的数据,避免由搜索窗带来的重复数据访问。Preferably, the system only reads in the pixel data of the high-definition resolution search window, and the interpolation module directly reads in the pixels of the ultra-high-definition reference block from the off-chip memory for interpolation. The interpolation module efficiently reads the data of the off-chip ultra-high-definition video image, avoiding repeated data access caused by the search window.
与现有技术相比,本发明具有如下的有益效果:Compared with the prior art, the present invention has the following beneficial effects:
1、只从外存读入高清分辨率搜索窗的像素,从而减少片外存储器带宽;1. Only the pixels of the high-definition resolution search window are read from the external memory, thereby reducing the bandwidth of the off-chip memory;
2、片内保存高清分辨率搜索窗的像素,从而减小片内存储面积和片内访存带宽;2. The pixels of the high-definition resolution search window are saved on-chip, thereby reducing the on-chip storage area and on-chip memory access bandwidth;
3、矢量后处理模块降低了矢量缩放带来的误差,从而保证了图像的质量;3. The vector post-processing module reduces the error caused by vector scaling, thus ensuring the quality of the image;
4、内插模块直接读取外存的超高清视频图像数据进行内插,由于读入数据与图像分块一一对应,保证了读入超高清视频图像数据的带宽最小。4. The interpolation module directly reads the ultra-high-definition video image data stored in the external memory for interpolation. Since the read-in data corresponds to the image blocks one by one, the minimum bandwidth for reading ultra-high-definition video image data is guaranteed.
综上,本发明能大幅减少系统的存储带宽需求,对解决目前超高清帧率上变换系统的带宽瓶颈有非常重要的意义。To sum up, the present invention can greatly reduce the storage bandwidth requirement of the system, and has very important significance for solving the bandwidth bottleneck of the current ultra-high-definition frame rate up-conversion system.
附图说明Description of drawings
通过阅读参照以下附图对非限制性实施例所作的详细描述,本发明的其它特征、目的和优点将会变得更明显:Other characteristics, objects and advantages of the present invention will become more apparent by reading the detailed description of non-limiting embodiments made with reference to the following drawings:
图1为本发明一实施例系统框图;Fig. 1 is a system block diagram of an embodiment of the present invention;
图2为本发明一实施例流程图。Fig. 2 is a flowchart of an embodiment of the present invention.
具体实施方式detailed description
下面结合具体实施例对本发明进行详细说明。以下实施例将有助于本领域的技术人员进一步理解本发明,但不以任何形式限制本发明。应当指出的是,对本领域的普通技术人员来说,在不脱离本发明构思的前提下,还可以做出若干变形和改进。这些都属于本发明的保护范围。The present invention will be described in detail below in conjunction with specific embodiments. The following examples will help those skilled in the art to further understand the present invention, but do not limit the present invention in any form. It should be noted that those skilled in the art can make several modifications and improvements without departing from the concept of the present invention. These all belong to the protection scope of the present invention.
如图1所示,本实施例提供一种减少存储带宽需求的超高清帧率上变换的系统,包括输入模块、运动估计模块、矢量后处理模块和内插模块,其中:As shown in FIG. 1 , this embodiment provides a system for up-converting ultra-high-definition frame rates that reduces storage bandwidth requirements, including an input module, a motion estimation module, a vector post-processing module, and an interpolation module, wherein:
所述输入模块,用于接收超高清视频图像流,经过1/4降采样后,得到高清分辨率的视频图像;同时将原始超高清视频图像和降采样后的高清视频图像存入片外存储器;The input module is used to receive ultra-high-definition video image streams, and obtain high-definition resolution video images after 1/4 down-sampling; simultaneously store original ultra-high-definition video images and down-sampled high-definition video images into off-chip memory ;
所述运动估计模块,用于从片外存储器读入高清分辨率下搜索窗的像素数据,通过块匹配算法得到此分辨率下的运动矢量,此运动矢量经过2倍缩放后作为超高清分辨率下运动矢量的粗值;The motion estimation module is used to read in the pixel data of the search window under the high-definition resolution from the off-chip memory, and obtain the motion vector under the resolution through the block matching algorithm. Coarse value of the lower motion vector;
所述矢量后处理模块,耦接至所述运动估计模块,将运动估计得到的运动矢量粗值进一步细化、平滑处理,从而降低由矢量缩放引入的误差,提高矢量场的平滑度以及稠密度;The vector post-processing module, coupled to the motion estimation module, further refines and smoothes the motion vector coarse value obtained by motion estimation, thereby reducing the error introduced by vector scaling and improving the smoothness and density of the vector field ;
所述内插模块,耦接至所述矢量后处理模块,根据最终的运动矢量从片外存储器读入对应的参考像素块,计算出内插像素块。The interpolation module is coupled to the vector post-processing module, reads the corresponding reference pixel block from the off-chip memory according to the final motion vector, and calculates the interpolation pixel block.
为了详细说明本发明所述的一种减少存储带宽需求的超高清帧率上变换的系统,以下一范例来加以说明,图2表征以下所述流程:In order to describe in detail a system for up-converting UHD frame rates that reduces storage bandwidth requirements in the present invention, the following example is used to illustrate, and FIG. 2 represents the following process:
假设系统外部以HDMI协议传输30fps的超高清视频图像流,所述输入模块以HDMI接口协议接收,经过均匀降采样得到高清视频图像流,同时将原始超高清视频图像和降采样后的高清视频图像存入片外存储器;根据系统的处理速度,外存存储8帧超高清视频图像、8帧高清视频图像数据。Assuming that the system externally transmits a 30fps ultra-high-definition video image stream with the HDMI protocol, the input module receives it with the HDMI interface protocol, and obtains a high-definition video image stream through uniform down-sampling, and at the same time converts the original ultra-high-definition video image and the down-sampled high-definition video image Stored in the off-chip memory; according to the processing speed of the system, the external memory stores 8 frames of ultra-high-definition video images and 8 frames of high-definition video image data.
根据超高清帧率上变换中运动估计的搜索窗[Sx,Sy],确定其对应的高清分辨率下的搜索窗为[Sx/2,Sy/2]。所述运动估计模块内的更新控制模块从片外读取搜索窗内的像素,存入所述片内高速缓存中;所述块匹配计算子模块从片内高速缓存中读取搜索窗内的16*16像素块进行匹配计算(例如绝对值差准则),从而得到高清分辨率下的运动矢量场;将其进行2倍缩放后,得到对应超高清视频图像32*32像素块的运动矢量,并输出至矢量后处理模块。According to the search window [Sx,Sy] of motion estimation in UHD frame rate up-conversion, the corresponding search window under HD resolution is determined to be [Sx/2,Sy/2]. The update control module in the motion estimation module reads the pixels in the search window from off-chip and stores them in the on-chip cache; the block matching calculation sub-module reads the pixels in the search window from the on-chip cache 16*16 pixel blocks are matched and calculated (such as the absolute value difference criterion) to obtain the motion vector field at high-definition resolution; after scaling it by 2 times, the motion vector corresponding to the 32*32 pixel block of the ultra-high-definition video image is obtained, And output to the vector post-processing module.
所述矢量后处理模块接收所述运动估计模块输出的矢量场后,进行2级矢量滤波操作,将32*32像素块细分为16*16,乃至8*8像素块,最终得到以8*8像素块为基本单位的运动矢量场;在实施例中,所述矢量滤波操作可以是高斯滤波,也可以是基于邻域平滑度优化的其他滤波方法。After the vector post-processing module receives the vector field output by the motion estimation module, it performs a 2-level vector filtering operation, subdivides the 32*32 pixel block into 16*16, or even 8*8 pixel blocks, and finally obtains a 8* An 8-pixel block is the basic unit of the motion vector field; in an embodiment, the vector filtering operation may be Gaussian filtering, or other filtering methods based on neighborhood smoothness optimization.
所述内插模块接收8*8像素块的矢量场后,从片外存储器直接读取矢量对应的参考帧8*8像素块,进行内插计算。After the interpolation module receives the vector field of the 8*8 pixel block, it directly reads the 8*8 pixel block of the reference frame corresponding to the vector from the off-chip memory, and performs interpolation calculation.
通过以下计算说明本发明实例具有减少存储带宽需求的优点:The following calculation shows that the example of the present invention has the advantage of reducing storage bandwidth requirements:
帧率上变换系统的带宽通常与视频分辨率、帧率以及搜索窗大小等因素有关。在传统超高清帧率上变换系统中,为了取得较好的图像质量,搜索窗一般要求达到[±192,±128];在搜索窗内能对一个块组进行处理,块组一般由4行*2列的32*32像素块组成;读取片外数据时,水平方向可以通过数据复用做到零浪费,因此读取带宽与搜索窗竖直方向的数据重复读入率有关,其为192*2/(32*4)=3。The bandwidth of the frame rate up-conversion system is usually related to factors such as video resolution, frame rate, and search window size. In the traditional UHD frame rate up-conversion system, in order to obtain better image quality, the search window is generally required to reach [±192, ±128]; a block group can be processed within the search window, and the block group generally consists of 4 lines *2 columns of 32*32 pixel blocks; when reading off-chip data, the horizontal direction can achieve zero waste through data multiplexing, so the reading bandwidth is related to the repeated data read rate in the vertical direction of the search window, which is 192*2/(32*4)=3.
因此,传统超高清帧率上变换系统的片外带宽需求为Therefore, the off-chip bandwidth requirement of the traditional UHD frame rate up-conversion system is
3*3840*2160*2*30bps3*3840*2160*2*30bps
对应地,本发明的片外带宽由运动估计和内插两部分带宽组成,为Correspondingly, the off-chip bandwidth of the present invention is composed of motion estimation and interpolation bandwidth, which is
(3*1920*1080*2*30+3840*1080*2)bps(3*1920*1080*2*30+3840*1080*2)bps
显然,本发明能减少约41.7%的带宽需求。同时,片内高速缓存面积减小75%,访问带宽减小75%。Apparently, the present invention can reduce the bandwidth requirement by about 41.7%. At the same time, the on-chip cache area is reduced by 75%, and the access bandwidth is reduced by 75%.
本发明通过只读取高清分辨率下的搜索窗就能实现超高清帧率上变换,减少了片外存储带宽需求,减小了片内存储面积和访存带宽,同时通过矢量后处理克服了降低分辨率带来的运动估计误差,达到令人满意的视觉效果。The present invention can realize ultra-high-definition frame rate up-conversion by only reading the search window at high-definition resolution, reducing off-chip storage bandwidth requirements, reducing on-chip storage area and memory access bandwidth, and at the same time overcoming the problem by vector post-processing Reduce the motion estimation error caused by the resolution to achieve a satisfactory visual effect.
以上为本发明的较佳实施例,然而需要注意的是,上述输入接口协议、搜索窗大小、分块大小及矢量滤波方法等均为本发明的一中实施方式,并非本发明的限制条件,亦即,依据设计需求,本发明控制模块可采用其他输入接口协议,可设置其他规格的搜索窗,可设计其他尺寸的分块,亦可用其他矢量滤波方法。The above is a preferred embodiment of the present invention, but it should be noted that the above-mentioned input interface protocol, search window size, block size, and vector filtering method are all implementations of the present invention, and are not limitations of the present invention. That is, according to design requirements, the control module of the present invention can adopt other input interface protocols, can set search windows of other specifications, can design blocks of other sizes, and can also use other vector filtering methods.
以上对本发明的具体实施例进行了描述。需要理解的是,本发明并不局限于上述特定实施方式,本领域技术人员可以在权利要求的范围内做出各种变形或修改,这并不影响本发明的实质内容。Specific embodiments of the present invention have been described above. It should be understood that the present invention is not limited to the specific embodiments described above, and those skilled in the art may make various changes or modifications within the scope of the claims, which do not affect the essence of the present invention.
Claims (5)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201410538367.9A CN104301736B (en) | 2014-10-13 | 2014-10-13 | A UHD frame rate up-conversion system that reduces memory bandwidth requirements |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201410538367.9A CN104301736B (en) | 2014-10-13 | 2014-10-13 | A UHD frame rate up-conversion system that reduces memory bandwidth requirements |
Publications (2)
Publication Number | Publication Date |
---|---|
CN104301736A CN104301736A (en) | 2015-01-21 |
CN104301736B true CN104301736B (en) | 2017-08-01 |
Family
ID=52321269
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201410538367.9A Active CN104301736B (en) | 2014-10-13 | 2014-10-13 | A UHD frame rate up-conversion system that reduces memory bandwidth requirements |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN104301736B (en) |
Families Citing this family (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN104915966B (en) * | 2015-05-08 | 2018-02-09 | 上海交通大学 | Frame rate up-conversion method for estimating and system based on Kalman filtering |
CN104918057B (en) * | 2015-05-08 | 2018-07-13 | 上海交通大学 | A kind of motion vector after-treatment system using neighborhood motion information |
CN105472442B (en) * | 2015-12-01 | 2018-10-23 | 上海交通大学 | Compressibility is cached outside a kind of piece for ultra high-definition frame rate up-conversion |
CN106954073B (en) * | 2016-01-07 | 2020-11-13 | 海信视像科技股份有限公司 | Video data input and output method, device and system |
CN110446107B (en) * | 2019-08-15 | 2020-06-23 | 电子科技大学 | A video frame rate up-conversion method suitable for zooming motion and shading |
CN112911307B (en) * | 2021-01-15 | 2022-09-02 | 北京锐马视讯科技有限公司 | 4K, 8K and 16K ultra-high-definition video coding motion estimation optimization method, device and equipment and storage medium |
CN114143543B (en) * | 2021-11-29 | 2025-04-08 | 上海顺久电子科技有限公司 | Interpolation processing method, display device, medium and program product |
US11687458B1 (en) * | 2021-12-02 | 2023-06-27 | V-Silicon Semiconductor (Hefei) Co., Ltd | Multi-resolution cache |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2010041151A (en) * | 2008-07-31 | 2010-02-18 | Tokyo Univ Of Science | Motion vector estimating device for frame image and program |
CN102665061A (en) * | 2012-04-27 | 2012-09-12 | 中山大学 | Motion vector processing-based frame rate up-conversion method and device |
CN102685438A (en) * | 2012-05-08 | 2012-09-19 | 清华大学 | Up-conversion method of video frame rate based on time-domain evolution |
CN103929648A (en) * | 2014-03-27 | 2014-07-16 | 华为技术有限公司 | A motion estimation method and device in frame rate upsampling |
-
2014
- 2014-10-13 CN CN201410538367.9A patent/CN104301736B/en active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2010041151A (en) * | 2008-07-31 | 2010-02-18 | Tokyo Univ Of Science | Motion vector estimating device for frame image and program |
CN102665061A (en) * | 2012-04-27 | 2012-09-12 | 中山大学 | Motion vector processing-based frame rate up-conversion method and device |
CN102685438A (en) * | 2012-05-08 | 2012-09-19 | 清华大学 | Up-conversion method of video frame rate based on time-domain evolution |
CN103929648A (en) * | 2014-03-27 | 2014-07-16 | 华为技术有限公司 | A motion estimation method and device in frame rate upsampling |
Non-Patent Citations (2)
Title |
---|
《基于运动相似性的帧率提升算法》;毛韧 等;《电视技术》;20121015;第36卷(第19期);全文 * |
《基于运动连续性的帧率上变换算法》;李珂 等;《电视技术》;20130630;第37卷(第11期);全文 * |
Also Published As
Publication number | Publication date |
---|---|
CN104301736A (en) | 2015-01-21 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN104301736B (en) | A UHD frame rate up-conversion system that reduces memory bandwidth requirements | |
US8385422B2 (en) | Image processing apparatus and image processing method | |
WO2020107989A1 (en) | Video processing method and apparatus, and electronic device and storage medium | |
CN112866803B (en) | Electronic device and control method thereof | |
US10375407B2 (en) | Adaptive thresholding for computer vision on low bitrate compressed video streams | |
CN110868625A (en) | A video playback method, device, electronic device and storage medium | |
US20190116371A1 (en) | Method and encoder for encoding a video stream in a video coding format supporting auxiliary frames | |
CN113747242B (en) | Image processing method, image processing device, electronic equipment and storage medium | |
WO2020108091A1 (en) | Video processing method and apparatus, and electronic device and storage medium | |
CN103700062B (en) | Image processing method and device | |
CN109168065B (en) | Video enhancement method, device, electronic device and storage medium | |
CN111800629A (en) | Video decoding method, encoding method, and video decoder and encoder | |
US20170134746A1 (en) | Motion vector assisted video stabilization | |
CN103929648A (en) | A motion estimation method and device in frame rate upsampling | |
WO2014185319A1 (en) | Image processing device and image processing method | |
JP2012518946A (en) | Method and apparatus for enhancing high resolution video content | |
US11265563B2 (en) | Optimization of downsampling occurring before encoding images during compression | |
CN103747162A (en) | Image sampling algorithm used for external splicer or hybrid matrix | |
US8767831B2 (en) | Method and system for motion compensated picture rate up-conversion using information extracted from a compressed video stream | |
US20100165205A1 (en) | Video signal sharpening apparatus, image processing apparatus, and video signal sharpening method | |
US20120051426A1 (en) | Code amount reducing apparatus, encoder and decoder | |
Amirpour et al. | Improving per-title encoding for HTTP adaptive streaming by utilizing video super-resolution | |
CN115375539A (en) | Image resolution enhancement, multi-frame image super-resolution system and method | |
JP4991884B2 (en) | Image processing apparatus and image processing method | |
US9578280B2 (en) | Progressive displaying terminal and video playing method and image processing apparatus thereof |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |