😎 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''☆258Aug 21, 2025Updated 8 months ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆114Dec 4, 2024Updated last year
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆1,016Sep 27, 2025Updated 7 months 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
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆399Oct 7, 2024Updated last year
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆156Apr 30, 2024Updated 2 years ago
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual…☆84Feb 22, 2025Updated last year
- ☆97Mar 29, 2019Updated 7 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 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆407Aug 24, 2024Updated last year
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆296Mar 13, 2024Updated 2 years ago
- List of papers on Hallucination in LMM☆10Nov 29, 2023Updated 2 years ago
- HallE-Control: Controlling Object Hallucination in LMMs☆32Apr 10, 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(…☆337Oct 14, 2025Updated 6 months ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)☆104Nov 21, 2024Updated last year
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆165Jan 15, 2024Updated 2 years ago
- code for "Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization"☆63Aug 23, 2024Updated last year
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Jul 16, 2024Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆305Feb 8, 2026Updated 3 months ago
- ☆102Dec 22, 2023Updated 2 years ago
- ☆56Nov 26, 2024Updated last year
- 🍼 Official implementation of Dynamic Data Mixing Maximizes Instruction Tuning for Mixture-of-Experts☆41Sep 29, 2024Updated last year
- Official implementation for the paper "DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models"☆554Jan 17, 2025Updated last year
- 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.
- LLM hallucination paper list☆334Mar 11, 2024Updated 2 years ago
- ☆359Jan 27, 2024Updated 2 years ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆169Nov 6, 2024Updated last year
- 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 …☆1,082Sep 27, 2025Updated 7 months ago
- ☆55Apr 1, 2024Updated 2 years ago
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning☆93Apr 30, 2024Updated 2 years ago
- Aligning LMMs with Factually Augmented RLHF☆395Nov 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
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆115Aug 21, 2025Updated 8 months ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆308Sep 11, 2024Updated last year
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆67Jul 16, 2024Updated last year
- [CVPR 2025] PyTorch implementation of Diff-II☆27Feb 27, 2025Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- ☆24Oct 9, 2023Updated 2 years ago
- MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities (ICML 2024)☆326Jan 20, 2025Updated last year
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attrib…☆38Jul 14, 2025Updated 9 months ago