Perception-R1: Advancing Multimodal Reasoning Capabilities of MLLMs via Visual Perception Reward

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

1. 1MR-MLLM: Mutual Reinforcement of Multimodal Comprehension and Vision Perception2024
2. 2Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models2025 · 1 citations
3. 3Introducing Visual Perception Token into Multimodal Large Language Model2025
4. 4PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning2025
5. 5LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL2025