Enhancing Video Sequence in Video Analytics Systems

被引:0
|
作者
Golovin, O. M. [1 ]
机构
[1] Natl Acad Sci Ukraine, VM Glushkov Inst Cybernet, Kiev, Ukraine
关键词
gamma-correction; video analytics system; video sequence enhancement; histogram; cumulative histogram; video processing; interframe coherence; CONTEXT ENHANCEMENT; IMAGE-ENHANCEMENT; HISTOGRAM EQUALIZATION;
D O I
10.1007/s10559-024-00691-6
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A video enhancement method based on applying gamma correction is proposed. Its realization implies processing all video frames using a single algorithm. The proposed algorithm, due to the preservation of inter-frame coherence throughout the entire video, significantly reduces the time spent searching for the optimal value of the gamma parameter, which ensures the highest quality of the frame reaching the maximum possible level in the automatic mode in the sense of both visual observation and the determination of key points and the selection of contours of objects in images. The method is characterized by high adaptability to sudden changes in the lighting of the scene, preservation of interframe coherence, and the absence of any side negative artifacts in the enhanced video. A toolkit for automatically determining the optimal value of the gamma parameter for video frames is developed. It significantly increases the efficiency of video analytics systems, image and video segmentation, and processing due to reducing the negative impact of the scene lighting mode on image quality.
引用
收藏
页码:496 / 510
页数:15
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