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ohhhyeahhh / SiamCAR

SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking (CVPR 2020, Oral)
https://openaccess.thecvf.com/content_CVPR_2020/html/Guo_SiamCAR_Siamese_Fully_Convolutional_Classification_and_Regression_for_Visual_Tracking_CVPR_2020_paper.html
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The problem of training strategy #65

Open mr-xiao-zuo opened 3 years ago

mr-xiao-zuo commented 3 years ago

Why adopt an end-to-end training strategy? SiamCAR adopts the strategy of online end-to-end training. Although end-to-end training has the advantage of simplicity, there may exist problems such as data redundancy and difficulty of model optimization.

WangJun-ZJUT commented 3 years ago

Hi, there are many theories that can help train the model, and considering the accuracy and robustness, end-to-end training strategy is a good choice for a siamese network based tracker.