[ACL 2024] Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
☆17Nov 10, 2025Updated 5 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:
- Official Implementation of CODE☆16Sep 26, 2024Updated last year
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attrib…☆37Jul 14, 2025Updated 9 months ago
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆60Dec 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
- [AAAI 2025] ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Mode…☆26Sep 26, 2024Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Code for paper: Unraveling the Shift of Visual Information Flow in MLLMs: From Phased Interaction to Efficient Inference☆13Jun 7, 2025Updated 10 months ago
- ☆18Mar 11, 2026Updated last month
- Collection of papers about video-audio understanding☆25Dec 26, 2025Updated 4 months ago
- 🚀enhanced GRPO with more verifiable rewards and real-time evaluators☆37Jan 27, 2026Updated 3 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☆142Sep 11, 2025Updated 7 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆399Oct 7, 2024Updated last year
- [CVPR2025] The implementation of the paper "OODD: Test-time Out-of-Distribution Detection with Dynamic Dictionary".☆18May 9, 2025Updated 11 months ago
- 😎 Awesome papers on token redundancy reduction☆11Mar 12, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- HallE-Control: Controlling Object Hallucination in LMMs☆32Apr 10, 2024Updated 2 years ago
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆65Aug 30, 2025Updated 8 months ago
- [MM2024, oral] "Self-Supervised Visual Preference Alignment" https://arxiv.org/abs/2404.10501☆62Jul 26, 2024Updated last year
- \infty-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation☆20Feb 14, 2025Updated last year
- Textual Localization: Decomposing Multi-concept Images for Subject-Driven Text-to-Image Generation☆16Mar 10, 2024Updated 2 years ago
- This is the repository for the paper ‘A Survey of Inductive Reasoning for Large Language Models’ (ACL2026)☆46Apr 8, 2026Updated 3 weeks ago
- Poison as Cure: Visual Noise for Mitigating Object Hallucinations in LVMs☆35Sep 21, 2025Updated 7 months ago
- Modular Pluralism @ EMNLP 2024☆26Sep 20, 2024Updated last year
- ☆18Sep 1, 2025Updated 7 months ago
- 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.
- We introduce new approach, Token Reduction using CLIP Metric (TRIM), aimed at improving the efficiency of MLLMs without sacrificing their…☆22Jan 11, 2026Updated 3 months ago
- Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images☆19Jun 4, 2025Updated 10 months ago
- The official implementation of CRoFT: Robust Fine-Tuning with Concurrent Optimization for OOD Generalization and Open-Set OOD Detection (…☆22Jun 17, 2024Updated last year
- 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
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs☆24May 7, 2025Updated 11 months ago
- LangXAI: Integrating Large Vision Models for Generating Textual Explanations to Enhance Explainability in Visual Perception Tasks☆19Oct 3, 2024Updated last year
- ☆32Apr 18, 2025Updated 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 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆172Sep 25, 2025Updated 7 months ago
- DuOcc: Stream and Query-guided Feature Aggregation for Efficient and Effective 3D Occupancy Prediction☆50Jan 25, 2026Updated 3 months ago
- AdaMoLE: Adaptive Mixture of LoRA Experts☆38Oct 11, 2024Updated last year
- 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 5 months ago
- [CVPR'25] Attention IoU: Examining Biases in CelebA using Attention Maps☆13Mar 26, 2025Updated last year