[ACL 2024] Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
☆15Nov 10, 2025Updated 4 months ago
Alternatives and similar repositories for ICD
Users that are interested in ICD are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Implementation of "Towards Understanding Mixture of Experts in Deep Learning", NeurIPS 2022☆10Jan 6, 2023Updated 3 years ago
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attrib…☆36Jul 14, 2025Updated 8 months ago
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆57Dec 18, 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
- Official resource for paper Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models (ACL 20…☆15Aug 12, 2024Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- [AAAI 2025] ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Mode…☆26Sep 26, 2024Updated last year
- Code for paper: Unraveling the Shift of Visual Information Flow in MLLMs: From Phased Interaction to Efficient Inference☆13Jun 7, 2025Updated 10 months ago
- ☆17Mar 11, 2026Updated 3 weeks ago
- Collection of papers about video-audio understanding☆25Dec 26, 2025Updated 3 months ago
- 🚀enhanced GRPO with more verifiable rewards and real-time evaluators☆37Jan 27, 2026Updated 2 months ago
- Official Code for "Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning" (ICLR 2025)☆13Mar 6, 2025Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆138Sep 11, 2025Updated 6 months ago
- [CVPR2025] The implementation of the paper "OODD: Test-time Out-of-Distribution Detection with Dynamic Dictionary".☆18May 9, 2025Updated 11 months ago
- The official implementation of Vision-Language Alignment Learning under Affinity and Divergence Principles for Few-Shot Out-of-Distributi…☆27Jun 18, 2024Updated last year
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆66Aug 30, 2025Updated 7 months ago
- [MM2024, oral] "Self-Supervised Visual Preference Alignment" https://arxiv.org/abs/2404.10501☆62Jul 26, 2024Updated last year
- Poison as Cure: Visual Noise for Mitigating Object Hallucinations in LVMs☆34Sep 21, 2025Updated 6 months ago
- This is the repository for the paper ‘A Survey of Inductive Reasoning for Large Language Models’☆46Updated this week
- ☆17Sep 1, 2025Updated 7 months ago
- We introduce new approach, Token Reduction using CLIP Metric (TRIM), aimed at improving the efficiency of MLLMs without sacrificing their…☆22Jan 11, 2026Updated 2 months ago
- Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images☆18Jun 4, 2025Updated 10 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆393Oct 7, 2024Updated last year
- The official implementation of CRoFT: Robust Fine-Tuning with Concurrent Optimization for OOD Generalization and Open-Set OOD Detection (…☆34Jun 17, 2024Updated last year
- Wordpress hosting with auto-scaling on Cloudways • AdFully Managed hosting built for WordPress-powered businesses that need reliable, auto-scalable hosting. Cloudways SafeUpdates now available.
- [EMNLP'25] A novel alignment framework that leverages image retrieval to mitigate hallucinations in Vision Language Models.☆50Aug 21, 2025Updated 7 months ago
- This is the repository for the paper 'DiaHalu: A Dialogue-level Hallucination Evaluation Benchmark for Large Language Models' (EMNLP2024 …☆18Apr 5, 2025Updated last year
- VHTest☆16Oct 31, 2024Updated last year
- Look, Compare, Decide: Alleviating Hallucination in Large Vision-Language Models via Multi-View Multi-Path Reasoning☆24Sep 9, 2024Updated last year
- ☆28Apr 18, 2025Updated 11 months ago
- Reimplementation of VFDT and EFDT. Our codebase is simple, concise, easy to reproduce with strong performances.☆10Feb 1, 2021Updated 5 years ago
- LangXAI: Integrating Large Vision Models for Generating Textual Explanations to Enhance Explainability in Visual Perception Tasks☆19Oct 3, 2024Updated last year
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆167Sep 25, 2025Updated 6 months ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆65Jul 16, 2024Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- [ICLR 2024] Test-Time RL with CLIP Feedback for Vision-Language Models.☆101Oct 20, 2025Updated 5 months ago
- Code and data for ACL 2024 paper on 'Cross-Modal Projection in Multimodal LLMs Doesn't Really Project Visual Attributes to Textual Space'☆19Jul 21, 2024Updated last year
- 【NeurIPS 2024】The official code of paper "Automated Multi-level Preference for MLLMs"☆22Sep 26, 2024Updated last year
- [ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"☆102Nov 30, 2025Updated 4 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- ☆19Jun 10, 2025Updated 10 months ago
- Resource-oriented tuning system boosted by meta-learning for cloud database☆12Oct 10, 2020Updated 5 years ago