opendatalab / HA-DPO
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
☆66Updated 9 months ago
Related projects ⓘ
Alternatives and complementary repositories for HA-DPO
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆135Updated 6 months ago
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆73Updated 7 months ago
- A RLHF Infrastructure for Vision-Language Models☆106Updated last week
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆45Updated 5 months ago
- MMICL, a state-of-the-art VLM with the in context learning ability from ICL, PKU☆41Updated last year
- ☆84Updated 11 months ago
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆182Updated 7 months ago
- This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual Debias Decoding strat…☆72Updated 7 months ago
- ☆121Updated 3 weeks ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆35Updated 3 weeks ago
- [ICML2024] Repo for the paper `Evaluating and Analyzing Relationship Hallucinations in Large Vision-Language Models'☆20Updated last month
- [Neurips'24 Spotlight] Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought …☆139Updated last month
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆93Updated 10 months ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆41Updated 4 months ago
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating☆79Updated 9 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆215Updated last month
- VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models☆26Updated 4 months ago
- ☆58Updated 9 months ago
- HallE-Control: Controlling Object Hallucination in LMMs☆28Updated 7 months ago
- ☆85Updated 11 months ago
- Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal …☆27Updated this week
- [ACL 2024] Multi-modal preference alignment remedies regression of visual instruction tuning on language model☆27Updated last week
- A collection of visual instruction tuning datasets.☆75Updated 8 months ago
- Visualizing the attention of vision-language models☆78Updated 3 weeks ago
- Enhancing Large Vision Language Models with Self-Training on Image Comprehension.☆59Updated 5 months ago
- ☆24Updated 4 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆71Updated 2 weeks ago
- An benchmark for evaluating the capabilities of large vision-language models (LVLMs)☆33Updated last year
- Official repository of MMDU dataset☆75Updated last month
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆98Updated last week