Yuan-Fan Zheng

Sampling-Free Universal Domain Adaptive Object Detection with Synergistic Optimization Alignment

Universal Domain Adaptive Object Detection (UniDAOD) addresses domain shifts in open-world scenarios without assuming pre-defined shared categories between source and target domains. Despite progress in this field, existing methods rely heavily on thresholding techniques to filter private category samples, which introd...