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cs.CV2024
Exemplar Masking for Multimodal Incremental Learning
Yi-Lun Lee, Chen-Yu Lee, Wei-Chen Chiu +1
Multimodal incremental learning needs to digest the information from multiple modalities while concurrently learning new knowledge without forgetting the previously learned informa…
cs.CV2024
Delve into Visual Contrastive Decoding for Hallucination Mitigation of Large Vision-Language Models
Yi-Lun Lee, Yi-Hsuan Tsai, Wei-Chen Chiu
While large vision-language models (LVLMs) have shown impressive capabilities in generating plausible responses correlated with input visual contents, they still suffer from halluc…
cs.CV2024
Masking Improves Contrastive Self-Supervised Learning for ConvNets, and Saliency Tells You Where
Zhi-Yi Chin, Chieh-Ming Jiang, Ching-Chun Huang +2
While image data starts to enjoy the simple-but-effective self-supervised learning scheme built upon masking and self-reconstruction objective thanks to the introduction of tokeniz…