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cs.LG2025★ 1 cited
Contrastive Regularization over LoRA for Multimodal Biomedical Image Incremental Learning
Haojie Zhang, Yixiong Liang, Hulin Kuang +5
Multimodal Biomedical Image Incremental Learning (MBIIL) is essential for handling diverse tasks and modalities in the biomedical domain, as training separate models for each modal…
cs.CV2025
Condition Weaving Meets Expert Modulation: Towards Universal and Controllable Image Generation
Guoqing Zhang, Xingtong Ge, Lu Shi +5
The image-to-image generation task aims to produce controllable images by leveraging conditional inputs and prompt instructions. However, existing methods often train separate cont…