showlab / Awesome-MLLM-HallucinationView external linksLinks
📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).
☆979Sep 27, 2025Updated 4 months ago
Alternatives and similar repositories for Awesome-MLLM-Hallucination
Users that are interested in Awesome-MLLM-Hallucination are comparing it to the libraries listed below
Sorting:
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆396Aug 24, 2024Updated last year
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆378Oct 7, 2024Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆265Feb 8, 2026Updated last week
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆108Dec 4, 2024Updated last year
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)☆101Nov 21, 2024Updated last year
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated last year
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆153Jan 15, 2024Updated 2 years ago
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆296Mar 13, 2024Updated last year
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆247Aug 21, 2025Updated 5 months ago
- [CVPR'24] HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(…☆325Oct 14, 2025Updated 4 months ago
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆155Apr 30, 2024Updated last year
- Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks☆3,816Updated this week
- Latest Advances on Multimodal Large Language Models☆17,337Feb 7, 2026Updated last week
- ☆56Nov 26, 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…☆82Feb 22, 2025Updated 11 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆163Nov 6, 2024Updated last year
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆106Aug 21, 2025Updated 5 months ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆100Jan 30, 2024Updated 2 years ago
- This repository provides valuable reference for researchers in the field of multimodality, please start your exploratory travel in RL-bas…☆1,350Dec 7, 2025Updated 2 months ago
- This is the first released survey paper on hallucinations of large vision-language models (LVLMs). To keep track of this field and contin…☆91Jul 26, 2024Updated last year
- [ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"☆95Nov 30, 2025Updated 2 months ago
- ☆360Jan 27, 2024Updated 2 years ago
- HallE-Control: Controlling Object Hallucination in LMMs☆31Apr 10, 2024Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆133Sep 11, 2025Updated 5 months ago
- Official pytorch implementation of "RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language…☆14Dec 16, 2024Updated last year
- ✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models☆650Dec 23, 2024Updated last year
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆171Sep 25, 2025Updated 4 months ago
- Harnessing 1.4M GPT4V-synthesized Data for A Lite Vision-Language Model☆281Jun 25, 2024Updated last year
- ☆4,562Sep 14, 2025Updated 5 months ago
- 🔥🔥🔥 [IEEE TCSVT] Latest Papers, Codes and Datasets on Vid-LLMs.☆3,076Dec 20, 2025Updated last month
- One-for-All Multimodal Evaluation Toolkit Across Text, Image, Video, and Audio Tasks☆3,684Updated this week
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆306Sep 11, 2024Updated last year
- ☆93Mar 29, 2019Updated 6 years ago
- [ECCV 2024 Oral] Code for paper: An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Langua…☆553Jan 4, 2025Updated last year
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆103Nov 23, 2024Updated last year
- 📖 This is a repository for organizing papers, codes and other resources related to unified multimodal models.☆799Oct 10, 2025Updated 4 months ago
- LLM hallucination paper list☆331Mar 11, 2024Updated last year
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆61Jul 16, 2024Updated last year