😎 curated list of awesome LMM hallucinations papers, methods & resources.
☆150Mar 23, 2024Updated 2 years ago
Alternatives and similar repositories for awesome-Large-MultiModal-Hallucination
Users that are interested in awesome-Large-MultiModal-Hallucination are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆266Aug 21, 2025Updated 11 months ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆115Dec 4, 2024Updated last year
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆1,034Sep 27, 2025Updated 10 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆411Oct 7, 2024Updated last year
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆158Apr 30, 2024Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- List of papers on Hallucination in LMM☆10Nov 29, 2023Updated 2 years ago
- [CVPR25 Highlight] A ChatGPT-Prompted Visual hallucination Evaluation Dataset, featuring over 100,000 data samples and four advanced eval…☆32Apr 16, 2025Updated 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
- ☆99Mar 29, 2019Updated 7 years ago
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆411Aug 24, 2024Updated last year
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆297Mar 13, 2024Updated 2 years ago
- HallE-Control: Controlling Object Hallucination in LMMs☆32Apr 10, 2024Updated 2 years ago
- [NAACL 2024] Vision language model that reduces hallucinations through self-feedback guided revision. Visualizes attentions on image feat…☆49Aug 21, 2024Updated last year
- [CVPR'24] HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(…☆342Oct 14, 2025Updated 9 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)☆103Nov 21, 2024Updated last year
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Jul 16, 2024Updated 2 years ago
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆173Jan 15, 2024Updated 2 years ago
- code for "Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization"☆63Aug 23, 2024Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆325Feb 8, 2026Updated 5 months ago
- 🍼 Official implementation of Dynamic Data Mixing Maximizes Instruction Tuning for Mixture-of-Experts☆41Sep 29, 2024Updated last year
- ☆102Dec 22, 2023Updated 2 years ago
- ☆56Nov 26, 2024Updated last year
- Official implementation for the paper "DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models"☆557Jul 12, 2026Updated 2 weeks ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆171Nov 6, 2024Updated last year
- ☆365Jan 27, 2024Updated 2 years ago
- Reading list of hallucination in LLMs. Check out our new survey paper: "Siren’s Song in the AI Ocean: A Survey on Hallucination in Large …☆1,085Sep 27, 2025Updated 10 months ago
- LLM hallucination paper list☆338Mar 11, 2024Updated 2 years ago
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning☆94Apr 30, 2024Updated 2 years ago
- Aligning LMMs with Factually Augmented RLHF☆397Nov 1, 2023Updated 2 years ago
- Official PyTorch Implementation for the "What if...?: Thinking Counterfactual Keywords Helps to Mitigate Hallucination in Large Multi-mod…☆20Sep 26, 2024Updated last year
- ☆55Apr 1, 2024Updated 2 years ago
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆310Sep 11, 2024Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆118Aug 21, 2025Updated 11 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆58Oct 28, 2024Updated last year
- ☆18Aug 1, 2024Updated last year
- MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities (ICML 2024)☆331Jan 20, 2025Updated last year
- ☆24Oct 9, 2023Updated 2 years ago
- ✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models☆649Dec 23, 2024Updated last year
- Harnessing 1.4M GPT4V-synthesized Data for A Lite Vision-Language Model☆281Jun 25, 2024Updated 2 years ago