Biplab Banerjee

Domain Adaptive Few-Shot Open-Set Learning

2023

Few-shot learning has made impressive strides in addressing the crucial challenges of recognizing unknown samples from novel classes in target query sets and managing visual shifts between domains. However, existing techniques fall short when it …

Unknown Prompt, the only Lacuna: Unveiling CLIP's Potential for Open Domain Generalization

2024 · arXiv (Cornell University)

We delve into Open Domain Generalization (ODG), marked by domain and category shifts between training's labeled source and testing's unlabeled target domains. Existing solutions to ODG face limitations due to constrained generalizations of traditional CNN …