nickjiang2378 / vlm-hallucinationsView external linksLinks
[ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"
☆95Nov 30, 2025Updated 2 months ago
Alternatives and similar repositories for vlm-hallucinations
Users that are interested in vlm-hallucinations are comparing it to the libraries listed below
Sorting:
- [ICCV 2025] Auto Interpretation Pipeline and many other functionalities for Multimodal SAE Analysis.☆179Sep 26, 2025Updated 4 months ago
- ☆79Nov 5, 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
- [NeurIPS 2025] Sparse Autoencoders Learn Monosemantic Features in Vision-Language Models☆63Nov 27, 2025Updated 2 months ago
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆103Nov 23, 2024Updated last year
- [NeurIPS 2024] Official Repository of Multi-Object Hallucination in Vision-Language Models☆34Nov 13, 2024Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆108Dec 4, 2024Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆133Sep 11, 2025Updated 5 months ago
- [TACL] Do Vision and Language Models Share Concepts? A Vector Space Alignment Study☆16Nov 22, 2024Updated last year
- XL-VLMs: General Repository for eXplainable Large Vision Language Models☆46Sep 8, 2025Updated 5 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆378Oct 7, 2024Updated last year
- ✨✨The Curse of Multi-Modalities (CMM): Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio☆52Jul 11, 2025Updated 7 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆163Nov 6, 2024Updated last year
- TARS: MinMax Token-Adaptive Preference Strategy for Hallucination Reduction in MLLMs☆23Sep 21, 2025Updated 4 months ago
- [CVPR2024 Highlight] Official implementation for Transferable Visual Prompting. The paper "Exploring the Transferability of Visual Prompt…☆46Dec 20, 2024Updated last year
- [CVPR2025] Code Release of F-LMM: Grounding Frozen Large Multimodal Models☆108May 29, 2025Updated 8 months ago
- Code and datasets for "What’s “up” with vision-language models? Investigating their struggle with spatial reasoning".☆70Feb 28, 2024Updated last year
- ☆12Dec 4, 2024Updated last year
- ☆12Jan 10, 2025Updated last year
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆61Jul 16, 2024Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆265Feb 8, 2026Updated last week
- [ECCV'24 Oral] The official GitHub page for ''Images are Achilles' Heel of Alignment: Exploiting Visual Vulnerabilities for Jailbreaking …☆38Oct 17, 2024Updated last year
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆204Jul 17, 2025Updated 7 months ago
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attrib…☆33Jul 14, 2025Updated 7 months ago
- [NeurIPS 2025] Official Implementation for "Enhancing Vision-Language Model Reliability with Uncertainty-Guided Dropout Decoding"☆22Dec 8, 2024Updated last year
- [CVPR25 Highlight] A ChatGPT-Prompted Visual hallucination Evaluation Dataset, featuring over 100,000 data samples and four advanced eval…☆31Apr 16, 2025Updated 10 months ago
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆396Aug 24, 2024Updated last year
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆979Sep 27, 2025Updated 4 months ago
- [ICML 2024] Unveiling and Harnessing Hidden Attention Sinks: Enhancing Large Language Models without Training through Attention Calibrati…☆46Jun 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 Visual…☆82Feb 22, 2025Updated 11 months ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆85Oct 26, 2025Updated 3 months ago
- ☆16Mar 5, 2024Updated last year
- [NAACL'25] Contains code and documentation for our VANE-Bench paper.☆17Aug 19, 2025Updated 5 months ago
- [ICLR 2026] Official PyTorch implementation for "ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding"☆55Dec 26, 2025Updated last month
- Official PyTorch Implementation for Vision-Language Models Create Cross-Modal Task Representations, ICML 2025☆33May 1, 2025Updated 9 months ago
- HallE-Control: Controlling Object Hallucination in LMMs☆31Apr 10, 2024Updated last year
- Code for paper "Unraveling Cross-Modality Knowledge Conflicts in Large Vision-Language Models."☆52Oct 19, 2024Updated last year
- The official repo for "Where do Large Vision-Language Models Look at when Answering Questions?"☆56Jan 7, 2026Updated last month
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆52Dec 18, 2024Updated last year