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cs.CV2026
Black-Box Continual Learning for Vision-Language Models
Yuting Li, Weihang Fang, Haoyuan Gao +4
The rapid deployment of Vision-Language Models (VLMs) in dynamic environments necessitates the ability to learn continuously without forgetting. However, traditional continual lear…
cs.CV2025
Revisiting Visual Understanding in Multimodal Reasoning through a Lens of Image Perturbation
Yuting Li, Lai Wei, Kaipeng Zheng +6
Despite the rapid progress of multimodal large language models (MLLMs), they have largely overlooked the importance of visual processing. In a simple yet revealing experiment, we i…
cs.CV2024
HTR-VT: Handwritten Text Recognition with Vision Transformer
Yuting Li, Dexiong Chen, Tinglong Tang +1
We explore the application of Vision Transformer (ViT) for handwritten text recognition. The limited availability of labeled data in this domain poses challenges for achieving high…