notesum.ai

Published at November 21

WARLearn: 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

Arxiv: http://arxiv.org/abs/2411.14095v1

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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