Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning Y anpeng Sun 1, Qiang Chen

Aug-19-2025, 19:40:22 GMT–Neural Information Processing Systems 

Freezing the pre-trained backbone has become a standard paradigm to avoid over-fitting in few-shot segmentation.