Abstract: Highlights•The proposed method could well extract complementary information from both spectrograms and CVDs.•The proposed Swin-T could extract discriminant features with physical meanings.•The proposed asymmetric attention fusion could effectively combine features with known importance.•A large-scale benchmark dataset, NTU-RGR dataset, is developed to advance the radar gait recognition.
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