unicorn-yh / Video-Tracking-Correlation-Filters

Object Tracking in Video based on Correlation Filters

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Video-Tracking-Correlation-Filters

Object Tracking in Video based on Correlation Filters


Algorithm Flowchart

Algorithm Flowchart

Fig. 1: Algorithm Flowchart of Visual Object Tracking based on Correlation Filters


Result

Instance Video Tracking Mean FPS
Basketball basketball 50.02
Balloon balloon 49.23
Dance dance 37.55

Basketball - Mean FPS: 50.02

b b
b b

Balloon - Mean FPS: 49.23

balloon balloon
balloon balloon

Dance - Mean FPS: 37.55

dance dance
dance dance

Graph Plotting

特征类型 篮球赛视频 热气球飞行视频 舞蹈视频
密度 b ba d
Hog b b d
梯度 b b d
深度 b b d

Mean FPS

特征类型 篮球赛视频 热气球飞行视频 舞蹈视频
密度 image-20221102194105851 image-20221102194114640 image-20221102194118275
Hog image-20221102194731477 image-20221102195207816 image-20221102194337481
梯度 image-20221102200259747 image-20221102195851153 image-20221102200818716
深度 image-20221102202723052 image-20221102203219336 image-20221102202143251

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Object Tracking in Video based on Correlation Filters


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Language:Python 100.0%