Abstract: Highlights•We present a fusion detection and ReID embedding mechanism for MOT. Extensive experiments illustrate our model achieves competitive performance.•We design a HAM module to extract discriminative features for better performance in subsequent detection and ReID tasks.•We introduce an EAM module to handle the unreliable similarity matching during tracking.
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