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.
SS- DC: Spatial-spectral decoupling and coupling across visible-infrared gap for domain adaptive object detection.arXiv:2507.12017, 2025
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.