[ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
☆148Sep 11, 2025Updated last year
Alternatives and similar repositories for Deco
Users that are interested in Deco 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 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆71Jul 16, 2024Updated 2 years ago
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆176Sep 25, 2025Updated last year
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆119Nov 23, 2024Updated last year
- ☆18Aug 20, 2026Updated 2 months ago
- [ICLR 2025] Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality☆67Jul 5, 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.
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆62Dec 18, 2024Updated last year
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆415Aug 24, 2024Updated 2 years ago
- ☆89Jul 28, 2025Updated last year
- [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
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆420Oct 7, 2024Updated 2 years ago
- [AAAI 2025] ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Mode…☆26Sep 26, 2024Updated 2 years ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆117Dec 4, 2024Updated last year
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆174Nov 6, 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
- 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.
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆1,045Sep 27, 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
- [ICLR 2025] Code for Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models☆26Apr 14, 2025Updated last year
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆177Jan 15, 2024Updated 2 years ago
- ☆34Apr 18, 2025Updated last year
- [ICCV 2025] ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models☆53Jul 7, 2025Updated last year
- [ICLR 2026 Oral] 🎉Hallucination Begins Where Saliency Drops☆69Feb 12, 2026Updated 8 months ago
- [NeurIPS 2025] More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models☆84May 31, 2025Updated last year
- Official repo for ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models☆31Mar 24, 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.
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆333Aug 28, 2026Updated 2 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆59Oct 28, 2024Updated 2 years ago
- [ICLR 2026🔥] SHIELD: Suppressing Hallucinations In LVLM Encoders via Bias and Vulnerability Defense☆21Mar 24, 2026Updated 7 months ago
- [CVPR 2025] VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification☆51Mar 24, 2025Updated last year
- Preference Learning for LLaVA☆61Nov 9, 2024Updated last year
- Look, Compare, Decide: Alleviating Hallucination in Large Vision-Language Models via Multi-View Multi-Path Reasoning☆24Sep 9, 2024Updated 2 years ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆87Oct 26, 2025Updated last year
- [ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"☆105Nov 30, 2025Updated 11 months ago
- Official pytorch implementation of "RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language…☆14Dec 16, 2024Updated 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.
- [AAAI 2025] Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow☆12Mar 8, 2025Updated last year
- [ACL 2024] Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding☆19Nov 10, 2025Updated 11 months ago
- 【NeurIPS 2024】Dense Connector for MLLMs☆182Oct 14, 2024Updated 2 years ago
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆93Nov 10, 2024Updated last year
- [ICLR'25] Official code for the paper 'MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs'☆395Apr 20, 2025Updated last year
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆162Apr 30, 2024Updated 2 years ago
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆214Jul 17, 2025Updated last year