FreqKD uses strict MSE on low-frequency features and relaxed log-MSE (weight 0.1) on high-frequency features for RGB-to-IR distillation, reporting 2.4 mAP50 gain on KAIST pedestrian detection with transfer to other datasets and tasks.
DistillMatch: Leveraging knowledge distillation from vision foundation model for multimodal image matching.arXiv:2509.16017, 2025
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FreqKD: Frequency-Decoupled Cross-Modal Knowledge Distillation for Infrared Object Detection
FreqKD uses strict MSE on low-frequency features and relaxed log-MSE (weight 0.1) on high-frequency features for RGB-to-IR distillation, reporting 2.4 mAP50 gain on KAIST pedestrian detection with transfer to other datasets and tasks.