thunlp / DeepPerceptionLinks
DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding
☆66Updated 7 months ago
Alternatives and similar repositories for DeepPerception
Users that are interested in DeepPerception are comparing it to the libraries listed below
Sorting:
- Github repository for "Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging" (ICML 2025)☆88Updated 4 months ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆84Updated 3 months ago
- [NeurIPS 2025] NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation☆104Updated 4 months ago
- Official repo for "PAPO: Perception-Aware Policy Optimization for Multimodal Reasoning"☆111Updated last week
- Code for DeCo: Decoupling token compression from semanchc abstraction in multimodal large language models☆77Updated 6 months ago
- [ICLR'26] Traceable Evidence Enhanced Visual Grounded Reasoning: Evaluation and Methodology☆73Updated last week
- ☆110Updated last year
- Official implement of MIA-DPO☆70Updated last year
- VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models☆77Updated last year
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆100Updated 2 years ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆51Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆58Updated last year
- Mitigating Shortcuts in Visual Reasoning with Reinforcement Learning☆45Updated 7 months ago
- [TMLR 25] SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models☆149Updated 3 months ago
- [ACL 2024] Multi-modal preference alignment remedies regression of visual instruction tuning on language model☆47Updated last year
- Enhancing Large Vision Language Models with Self-Training on Image Comprehension.☆69Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆134Updated 4 months ago
- [NeurIPS 2025] Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO☆78Updated 3 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆162Updated last year
- Code for "AVG-LLaVA: A Multimodal Large Model with Adaptive Visual Granularity"☆33Updated last year
- ☆28Updated 11 months ago
- [ICLR 2025] VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning☆69Updated 4 months ago
- [ICCV 2025] VisRL: Intention-Driven Visual Perception via Reinforced Reasoning☆43Updated 2 months ago
- Emergent Visual Grounding in Large Multimodal Models Without Grounding Supervision☆42Updated 3 months ago
- Official implementation of "Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation" (CVPR 202…☆40Updated 8 months ago
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆85Updated last year
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual…☆82Updated 11 months ago
- HallE-Control: Controlling Object Hallucination in LMMs☆31Updated last year
- ✨✨The Curse of Multi-Modalities (CMM): Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio☆52Updated 6 months ago
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆105Updated 5 months ago