Cooperative Students: Enhancing Unsupervised Domain Adaptation for Nighttime Object Detection

A novel mutual-learning-based framework, Cooperative Students (CoS), that leverages global-local transformations, proxy-based target consistency, and adaptive IoU-informed thresholding to effectively bridge the significant domain shift between daytime and nighttime contexts for improved unsupervised object detection performance in low-visibility scenarios.