Xusheng He

Breaking the Regional Perception Bottleneck of Multimodal Large Language Models via External Reasoning Framework

High-quality pixel-level responses remain a major bottleneck for multimodal large language models (MLLMs) in regional perception. Existing approaches generally attach regression decoders to MLLM features, achieving strong grounding performance but compromising end-to-end design and increasing traini