Xiahai Zhuang

Incorporating Pre-Training Data Matters in Unsupervised Domain Adaptation

2025 · IEEE Transactions on Pattern Analysis and Machine Intelligence

In deep learning, initializing models with pre-trained weights has become the de facto practice for various downstream tasks. Many unsupervised domain adaptation (UDA) methods typically adopt a backbone pre-trained on ImageNet, and focus on reducing …