up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources
☆335Aug 28, 2026Updated 2 months ago
Alternatives and similar repositories for Awesome-LVLM-Hallucination
Users that are interested in Awesome-LVLM-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:
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆1,045Sep 27, 2025Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆117Dec 4, 2024Updated last year
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆71Jul 16, 2024Updated 2 years ago
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆119Nov 23, 2024Updated last year
- [CVPR 2025] Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Att…☆85Oct 9, 2025Updated 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.
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆422Oct 7, 2024Updated 2 years ago
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)☆105Nov 21, 2024Updated last year
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆416Aug 24, 2024Updated 2 years ago
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆150Sep 11, 2025Updated last year
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆177Jan 15, 2024Updated 2 years ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆174Nov 6, 2024Updated 2 years ago
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆177Sep 25, 2025Updated last year
- 🔎Official code for our paper: "VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation".☆58Mar 18, 2025Updated last year
- ☆89Jul 28, 2025Updated last year
- 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.
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆268Aug 21, 2025Updated last year
- [ICLR 2026🔥] SHIELD: Suppressing Hallucinations In LVLM Encoders via Bias and Vulnerability Defense☆21Mar 24, 2026Updated 7 months ago
- CHAIR metric is a rule-based metric for evaluating object hallucination in caption generation.☆14Jul 2, 2025Updated last year
- [ICCV 2025] Official repository of "Mitigating Object Hallucinations via Sentence-Level Early Intervention".☆33Jul 2, 2026Updated 4 months ago
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆62Dec 18, 2024Updated last year
- [ICLR 2025] Data-Augmented Phrase-Level Alignment for Mitigating Object Hallucination☆21Jan 27, 2025Updated last year
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated 2 years ago
- [ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"☆106Nov 30, 2025Updated 11 months ago
- Code for paper: Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection☆67Mar 13, 2025Updated last year
- 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.
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆59Oct 28, 2024Updated 2 years ago
- ☆11Feb 7, 2024Updated 2 years ago
- [ACL 2025 Findings] Official pytorch implementation of "Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vis…☆27Jul 21, 2024Updated 2 years ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆104Jan 30, 2024Updated 2 years ago
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆297Mar 13, 2024Updated 2 years ago
- ☆18Aug 20, 2026Updated 2 months ago
- [ICLR 2025] See What You Are Told: Visual Attention Sink in Large Multimodal Models☆121Feb 16, 2025Updated last year
- ☆34Apr 18, 2025Updated last year
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attrib…☆41Jul 14, 2025Updated last year
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- ☆101Mar 29, 2019Updated 7 years ago
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆69Aug 30, 2025Updated 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(…☆345Oct 14, 2025Updated last year
- Preference Learning for LLaVA☆61Nov 9, 2024Updated last year
- Code for "Linear Mechanisms for Spatiotemporal Reasoning in Vision Language Models"☆23Feb 16, 2026Updated 8 months ago
- [ICLR 2025] Code for Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models☆26Apr 14, 2025Updated last year
- [ACL 2024] Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models. Detect and mitigate object hallucinatio…☆25Jan 31, 2025Updated last year