2 papers
cs.CV2025
Pre-trained Models Succeed in Medical Imaging with Representation Similarity Degradation
Wenqiang Zu, Shenghao Xie, Hao Chen +1
This paper investigates the critical problem of representation similarity evolution during cross-domain transfer learning, with particular focus on understanding why pre-trained mo…
cs.CV2025
Exploring Representation Invariance in Finetuning
Wenqiang Zu, Shenghao Xie, Hao Chen +9
Foundation models pretrained on large-scale natural images are widely adapted to various cross-domain low-resource downstream tasks, benefiting from generalizable and transferable…