2 papers
cs.CV2025
Cross Modal Fine-Grained Alignment via Granularity-Aware and Region-Uncertain Modeling
Jiale Liu, Haoming Zhou, Yishu Liu +2
Fine-grained image-text alignment is a pivotal challenge in multimodal learning, underpinning key applications such as visual question answering, image captioning, and vision-langu…
cs.MM2024
Enhancing Few-Shot Classification without Forgetting through Multi-Level Contrastive Constraints
Bingzhi Chen, Haoming Zhou, Yishu Liu +3
Most recent few-shot learning approaches are based on meta-learning with episodic training. However, prior studies encounter two crucial problems: (1) \textit{the presence of induc…