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Yifei Shi and Xin Xu are with the College of Intelligence Science and Technology, National University of Defense Technology, China. Boyan Wan and Kai Xu are with the College of Computer Science, National University of Defense Technology, China. Yifei Shi and Boyan Wan are joint first authors. Corresponding author: Kai Xu (kevin.kai.xu@gmail.com)
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Softmax's overconfidence in noisy-label person Re-ID can be tamed by adaptive similarity calibration and evidence propagation, leading to more robust feature learning.
