most citedEmpowering Diffusion Models on the Embedding Space for Text Generation

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cs.CV2026

LOCUS: Local Visual Cue Search for Enhancing Fine-Grained Perception in Multimodal Large Language Models

Zhou Tao, Fang Zhang, Zewen Ding +5

Multimodal Large Language Models (MLLMs) remain unreliable on fine-grained visual perception, even when high-resolution inputs preserve the necessary local details. We identify thi…