Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization
☆100Jan 30, 2024Updated 2 years ago
Alternatives and similar repositories for HA-DPO
Users that are interested in HA-DPO are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Preference Learning for LLaVA☆59Nov 9, 2024Updated last year
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆86Nov 10, 2024Updated last year
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆87Oct 26, 2025Updated 4 months ago
- [MM2024, oral] "Self-Supervised Visual Preference Alignment" https://arxiv.org/abs/2404.10501☆62Jul 26, 2024Updated last year
- [ICLR 2025] Data-Augmented Phrase-Level Alignment for Mitigating Object Hallucination☆19Jan 27, 2025Updated last year
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆401Aug 24, 2024Updated last year
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆253Aug 21, 2025Updated 7 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- ☆157Oct 31, 2024Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆110Dec 4, 2024Updated last year
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning☆92Apr 30, 2024Updated last year
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆306Sep 11, 2024Updated last year
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆160Jan 15, 2024Updated 2 years ago
- FaithScore: Fine-grained Evaluations of Hallucinations in Large Vision-Language Models☆33Nov 27, 2025Updated 3 months ago
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆155Apr 30, 2024Updated last year
- [ACL 2024] Multi-modal preference alignment remedies regression of visual instruction tuning on language model☆47Nov 10, 2024Updated last year
- ☆112Jan 8, 2025Updated last year
- A RLHF Infrastructure for Vision-Language Models☆197Nov 15, 2024Updated last year
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆63Jul 16, 2024Updated last year
- An automatic MLLM hallucination detection framework☆19Sep 26, 2023Updated 2 years ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Jul 16, 2024Updated last year
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆996Sep 27, 2025Updated 5 months ago
- M-HalDetect Dataset Release☆28Nov 4, 2023Updated 2 years ago
- Official implement of MIA-DPO☆72Jan 23, 2025Updated last year
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆296Mar 13, 2024Updated 2 years ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆388Oct 7, 2024Updated last year
- ☆102Dec 22, 2023Updated 2 years ago
- AAAI 2024: Visual Instruction Generation and Correction☆96Feb 4, 2024Updated 2 years ago
- [CVPR'24] HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(…☆335Oct 14, 2025Updated 5 months ago
- ☆20Dec 3, 2025Updated 3 months ago
- SVIT: Scaling up Visual Instruction Tuning☆166Jun 20, 2024Updated last year
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆110Aug 21, 2025Updated 7 months ago
- Code for "AVG-LLaVA: A Multimodal Large Model with Adaptive Visual Granularity"☆33Oct 12, 2024Updated last year
- Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images☆18Jun 4, 2025Updated 9 months ago
- [NAACL 2024] Vision language model that reduces hallucinations through self-feedback guided revision. Visualizes attentions on image feat…☆48Aug 21, 2024Updated last year
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual…☆83Feb 22, 2025Updated last year
- Enhancing Large Vision Language Models with Self-Training on Image Comprehension.☆69May 31, 2024Updated last year
- [CVPR'25 highlight] RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness☆448May 14, 2025Updated 10 months ago
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆285Feb 8, 2026Updated last month