π curated list of awesome LMM hallucinations papers, methods & resources.
β150Mar 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''β255Aug 21, 2025Updated 7 months ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"β112Dec 4, 2024Updated last year
- π A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).β996Sep 27, 2025Updated 6 months ago
- [CVPR25 Highlight] A ChatGPT-Prompted Visual hallucination Evaluation Dataset, featuring over 100,000 data samples and four advanced evalβ¦β32Apr 16, 2025Updated 11 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decodingβ388Oct 7, 2024Updated last year
- Managed Kubernetes at scale on DigitalOcean β’ AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Modelsβ155Apr 30, 2024Updated last year
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visualβ¦β83Feb 22, 2025Updated last year
- β94Mar 29, 2019Updated 7 years ago
- [NAACL 2024] Vision language model that reduces hallucinations through self-feedback guided revision. Visualizes attentions on image featβ¦β49Aug 21, 2024Updated last year
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Alloβ¦β401Aug 24, 2024Updated last year
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuningβ296Mar 13, 2024Updated 2 years ago
- List of papers on Hallucination in LMMβ10Nov 29, 2023Updated 2 years ago
- HallE-Control: Controlling Object Hallucination in LMMsβ31Apr 10, 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(β¦β335Oct 14, 2025Updated 5 months ago
- NordVPN Special Discount Offer β’ AdSave on top-rated NordVPN 1 or 2-year plans with secure browsing, privacy protection, and support for for all major platforms.
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)β103Nov 21, 2024Updated last year
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluationβ160Jan 15, 2024Updated 2 years ago
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resourcesβ285Feb 8, 2026Updated last month
- code for "Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization"β62Aug 23, 2024Updated last year
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)β52Jul 16, 2024Updated last year
- β102Dec 22, 2023Updated 2 years ago
- β56Nov 26, 2024Updated last year
- πΌ Official implementation of Dynamic Data Mixing Maximizes Instruction Tuning for Mixture-of-Expertsβ41Sep 29, 2024Updated last year
- Official implementation for the paper "DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models"β544Jan 17, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways β’ AdManaged hosting with the flexibility to host WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Cloudways by DigitalOcean.
- LLM hallucination paper listβ332Mar 11, 2024Updated 2 years ago
- β360Jan 27, 2024Updated 2 years ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMsβ167Nov 6, 2024Updated last year
- Reading list of hallucination in LLMs. Check out our new survey paper: "Sirenβs Song in the AI Ocean: A Survey on Hallucination in Large β¦β1,077Sep 27, 2025Updated 6 months ago
- β55Apr 1, 2024Updated last year
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuningβ92Apr 30, 2024Updated last year
- Aligning LMMs with Factually Augmented RLHFβ393Nov 1, 2023Updated 2 years ago
- Official PyTorch Implementation for the "What if...?: Thinking Counterfactual Keywords Helps to Mitigate Hallucination in Large Multi-modβ¦β20Sep 26, 2024Updated last year
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''β112Aug 21, 2025Updated 7 months ago
- Managed hosting for WordPress and PHP on Cloudways β’ AdManaged hosting with the flexibility to host WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Cloudways by DigitalOcean.
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedbackβ306Sep 11, 2024Updated last year
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attentionβ63Jul 16, 2024Updated last year
- [CVPR 2025] PyTorch implementation of Diff-IIβ26Feb 27, 2025Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)β57Oct 28, 2024Updated last year
- β24Oct 9, 2023Updated 2 years ago
- MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities (ICML 2024)β323Jan 20, 2025Updated last year
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attribβ¦β36Jul 14, 2025Updated 8 months ago