notesum.ai
Published at November 21WARLearn: Weather-Adaptive Representation Learning
cs.CV
Released Date: November 21, 2024
Authors: Shubham Agarwal1, Raz Birman1, Ofer Hadar1
Aff.: 1Ben-Gurion University of the Negev, Israel

| Framework | Train Data | Clean | SimLL | ExDark |
|---|---|---|---|---|
| YOLOv3 | PascalVOC train | 76.30 | 59.90 | 49.30 |
| YOLOv3 | PascalVOC lowlight mixed | 70.20 | 67.60 | 49.90 |
| PairLIE + YOLOv3 | PascalVOC train | —- | 60.10 | 42.70 |
| ZeroDCE + YOLOv3 | PascalVOC train | —- | 63.10 | 48.10 |
| IA-YOLO | PascalVOC lowlight mixed | 72.34 | 63.38 | 48.16 |
| DENet | PascalVOC lowlight mixed | 72.20 | 62.40 | 47.50 |
| PairLIE + WARLearn | PascalVOC lowlight mixed | —- | 63.90 | 47.00 |
| ZeroDCE + WARLearn | PascalVOC lowlight mixed | —- | 67.00 | 51.30 |
| FeatEnhancer (YOLOv3) | PascalVOC lowlight mixed | —- | 68.20 | 53.70 |
| WARLearn | PascalVOC lowlight mixed | 75.50 | 70.90 | 55.70 |