[CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding
☆388Oct 7, 2024Updated last year
Alternatives and similar repositories for VCD
Users that are interested in VCD 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 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆401Aug 24, 2024Updated last year
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆166Nov 6, 2024Updated last year
- ✨✨The Curse of Multi-Modalities (CMM): Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio☆52Jul 11, 2025Updated 8 months ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆110Dec 4, 2024Updated last year
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆155Apr 30, 2024Updated last year
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆996Sep 27, 2025Updated 5 months ago
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆138Sep 11, 2025Updated 6 months ago
- [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
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆63Jul 16, 2024Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 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(…☆335Oct 14, 2025Updated 5 months ago
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆253Aug 21, 2025Updated 7 months ago
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated 2 years ago
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆105Nov 23, 2024Updated last year
- ☆56Nov 26, 2024Updated last year
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆110Aug 21, 2025Updated 7 months ago
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆296Mar 13, 2024Updated 2 years ago
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆172Sep 25, 2025Updated 6 months ago
- [AAAI 2025] ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Mode…☆26Sep 26, 2024Updated last year
- Official resource for paper Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models (ACL 20…☆15Aug 12, 2024Updated last year
- [ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"☆101Nov 30, 2025Updated 3 months ago
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆160Jan 15, 2024Updated 2 years ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Jul 16, 2024Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆285Feb 8, 2026Updated last month
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)☆103Nov 21, 2024Updated last year
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating☆97Jan 29, 2024Updated 2 years ago
- Official implementation for the paper "DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models"☆543Jan 17, 2025Updated last year
- [NAACL 2024] Vision language model that reduces hallucinations through self-feedback guided revision. Visualizes attentions on image feat…☆48Aug 21, 2024Updated last year
- [ACL 2025 Findings] Official pytorch implementation of "Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vis…☆25Jul 21, 2024Updated last year
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆100Jan 30, 2024Updated 2 years ago
- ☆28Apr 18, 2025Updated 11 months ago
- This repository contains the code of our paper 'Skip \n: A simple method to reduce hallucination in Large Vision-Language Models'.☆15Feb 12, 2024Updated 2 years ago
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆66Aug 30, 2025Updated 6 months ago
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆206Jul 17, 2025Updated 8 months ago
- [ICML2024] Repo for the paper `Evaluating and Analyzing Relationship Hallucinations in Large Vision-Language Models'☆23Jan 1, 2025Updated last year
- Official pytorch implementation of "RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language…☆14Dec 16, 2024Updated last year
- [ACL 2023] Contextual Distortion Reveals Constituency: Mask Language Models are Implicit Parsers.☆14Jun 3, 2023Updated 2 years ago
- ☆94Mar 29, 2019Updated 6 years ago
- HallE-Control: Controlling Object Hallucination in LMMs☆31Apr 10, 2024Updated last year