Shiang-Feng Tsai

Pointing at Parts: Training-Free Few-Shot Grounding in Multimodal LLMs

Part-level pointing is important for fine-grained interaction and reasoning, yet existing Multimodal Large Language Models (MLLMs) remain limited to instance-level pointing. Part-level pointing presents unique challenges: annotation is costly, parts are long-tail distributed, and many are difficult