An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation
☆155Jan 15, 2024Updated 2 years ago
Alternatives and similar repositories for AMBER
Users that are interested in AMBER are comparing it to the libraries listed below
Sorting:
- [CVPR'24] HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(…☆326Oct 14, 2025Updated 4 months ago
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆248Aug 21, 2025Updated 6 months ago
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆107Aug 21, 2025Updated 6 months ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆61Jul 16, 2024Updated last year
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Jul 16, 2024Updated last year
- VHTest☆15Oct 31, 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 last year
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆100Jan 30, 2024Updated 2 years ago
- M-HalDetect Dataset Release☆27Nov 4, 2023Updated 2 years ago
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆296Mar 13, 2024Updated last year
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆983Sep 27, 2025Updated 5 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆86Oct 26, 2025Updated 4 months ago
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆135Sep 11, 2025Updated 5 months ago
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning☆91Apr 30, 2024Updated last year
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆396Aug 24, 2024Updated last year
- Holistic Coverage and Faithfulness Evaluation of Large Vision-Language Models (ACL-Findings 2024)☆16Apr 23, 2024Updated last year
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆305Sep 11, 2024Updated last year
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆378Oct 7, 2024Updated last year
- [NeurIPS 2024] Official Repository of Multi-Object Hallucination in Vision-Language Models☆34Nov 13, 2024Updated last year
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆109Dec 4, 2024Updated last year
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆155Apr 30, 2024Updated last year
- FaithScore: Fine-grained Evaluations of Hallucinations in Large Vision-Language Models☆32Nov 27, 2025Updated 3 months ago
- ☆23Aug 2, 2024Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆271Feb 8, 2026Updated 3 weeks ago
- ☆27Apr 18, 2025Updated 10 months ago
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆86Nov 10, 2024Updated last year
- This is the first released survey paper on hallucinations of large vision-language models (LVLMs). To keep track of this field and contin…☆92Jul 26, 2024Updated last year
- We introduce new approach, Token Reduction using CLIP Metric (TRIM), aimed at improving the efficiency of MLLMs without sacrificing their…☆20Jan 11, 2026Updated last month
- Preference Learning for LLaVA☆59Nov 9, 2024Updated last year
- ☆93Mar 29, 2019Updated 6 years ago
- Official Repo of "MMBench: Is Your Multi-modal Model an All-around Player?"☆287May 22, 2025Updated 9 months ago
- An automatic MLLM hallucination detection framework