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Jia-Ye Feng

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#artificial intelligence Preprint Nov 2026

PSGAgent: Enhancing MLLMs'Dynamic Visual Perception for Panoptic Scene Graph Generation via Agentic Reasoning

Panoptic Scene Graph generation (PSG) requires holistic yet fine-grained reasoning over complex relations among objects. However, current Multimodal Large Language Models (MLLMs) applied to PSG suffer from a perception bottleneck: they function as static observers limited by fixed-resolution views. As a result, models...

Qing-Yun Liu, Yuan-Kun Liu, Jia-Ye Feng et al. · 0 citations

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