An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation
☆172Jan 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. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [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
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆265Aug 21, 2025Updated 11 months ago
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆118Aug 21, 2025Updated 11 months ago
- VHTest☆16Oct 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…☆83Feb 22, 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.
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Jul 16, 2024Updated 2 years ago
- M-HalDetect Dataset Release☆29Nov 4, 2023Updated 2 years ago
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆297Mar 13, 2024Updated 2 years ago
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆1,033Sep 27, 2025Updated 9 months ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆104Jan 30, 2024Updated 2 years ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆68Jul 16, 2024Updated 2 years ago
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆146Sep 11, 2025Updated 10 months ago
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning☆94Apr 30, 2024Updated 2 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
- 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.
- Holistic Coverage and Faithfulness Evaluation of Large Vision-Language Models (ACL-Findings 2024)☆16Apr 23, 2024Updated 2 years ago
- FaithScore: Fine-grained Evaluations of Hallucinations in Large Vision-Language Models☆34Nov 27, 2025Updated 7 months ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆87Oct 26, 2025Updated 8 months ago
- ☆33Apr 18, 2025Updated last year
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆411Oct 7, 2024Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆58Oct 28, 2024Updated last year
- ☆25Aug 2, 2024Updated last year
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆310Sep 11, 2024Updated last year
- [NeurIPS 2024] Official Repository of Multi-Object Hallucination in Vision-Language Models☆37Nov 13, 2024Updated last year
- 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.
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆115Dec 4, 2024Updated last year
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆158Apr 30, 2024Updated 2 years ago
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated 2 years ago
- An automatic MLLM hallucination detection framework☆19Sep 26, 2023Updated 2 years ago
- AutoHallusion Codebase (EMNLP 2024)☆23Dec 6, 2024Updated last year
- Official Repo of "MMBench: Is Your Multi-modal Model an All-around Player?"☆306May 22, 2025Updated last year
- Preference Learning for LLaVA☆60Nov 9, 2024Updated last year
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆88Nov 10, 2024Updated last year
- [CVPR'25 highlight] RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness☆456May 14, 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.
- ☆97Mar 29, 2019Updated 7 years ago
- This is the first released survey paper on hallucinations of large vision-language models (LVLMs). To keep track of this field and contin…☆96Jul 26, 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
- Codebase for VidHal: Benchmarking Hallucinations in Vision LLMs☆14Apr 23, 2026Updated 2 months ago
- Aligning LMMs with Factually Augmented RLHF☆396Nov 1, 2023Updated 2 years ago
- [ACL 2025 Findings] Official pytorch implementation of "Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vis…☆25Jul 21, 2024Updated 2 years ago
- [ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"☆106Nov 30, 2025Updated 7 months ago