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Train thermal image tracker on plentiful RGB images for better performance

Train thermal image tracker on plentiful RGB images for better performance


Unsupervised Cross-Modal Distillation for Thermal Infrared Tracking



... neural ... Thermal Infrared (TIR) tracking. ... most ... employing ... model trained on the RGB data.


... does not take into account the information in the TIR modality


... we propose to distill representations of the TIR modality from the RGB ... on a large amount of unlabeled paired RGB-TIR data.


... proposed approach can be incorporated into different baseline trackers


... demonstrate ... method effectively learns TIR-specific ... representations ... from the RGB


... tracker outperforms the baseline tracker by achieving absolute gains of 2.3% Success, 2.7% Precision, and 2.5% Normalized Precision respectively.



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