Sampling-Free Universal Domain Adaptive Object Detection with Synergistic Optimization Alignment
Synergistic Optimization Alignment Alignment (SOA) is proposed, a sampling-free framework that tackles two challenges inherent in UniDAOD: multi-scale discriminator discrepancy and task-dominant gradient conflict.