[ACL 2024] Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
☆17Nov 10, 2025Updated 6 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☆17Sep 26, 2024Updated last year
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attrib…☆39Jul 14, 2025Updated 10 months ago
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆61Dec 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
- 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] 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 11 months ago
- ☆19Mar 11, 2026Updated 2 months ago
- Official Code for "Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning" (ICLR 2025)☆14Mar 6, 2025Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆144Sep 11, 2025Updated 8 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆404Oct 7, 2024Updated last year
- 😎 Awesome papers on token redundancy reduction☆11Mar 12, 2025Updated last year
- HallE-Control: Controlling Object Hallucination in LMMs☆32Apr 10, 2024Updated 2 years ago
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆66Aug 30, 2025Updated 8 months ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- [MM2024, oral] "Self-Supervised Visual Preference Alignment" https://arxiv.org/abs/2404.10501☆60Jul 26, 2024Updated last year
- The official implementation of Vision-Language Alignment Learning under Affinity and Divergence Principles for Few-Shot Out-of-Distributi…☆17Jun 18, 2024Updated last year
- \infty-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation☆22Feb 14, 2025Updated last year
- Textual Localization: Decomposing Multi-concept Images for Subject-Driven Text-to-Image Generation☆16Mar 10, 2024Updated 2 years ago
- Poison as Cure: Visual Noise for Mitigating Object Hallucinations in LVMs☆36Sep 21, 2025Updated 7 months ago
- The official implementation of Bayesian Cross-modal Alignment Learning for Few-Shot Out-of-Distribution Generalization (AAAI2023).☆12Oct 13, 2025Updated 7 months ago
- ☆19Sep 1, 2025Updated 8 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 4 months ago
- Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images☆19Jun 4, 2025Updated 11 months ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- [EMNLP'25] A novel alignment framework that leverages image retrieval to mitigate hallucinations in Vision Language Models.☆50Aug 21, 2025Updated 8 months ago
- Conformal Trajectory Prediction with Multi-View Data Integration in Cooperative Driving☆15Aug 4, 2024Updated last year
- The official implementation of CRoFT: Robust Fine-Tuning with Concurrent Optimization for OOD Generalization and Open-Set OOD Detection (…☆17Jun 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
- 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 last year
- Reimplementation of VFDT and EFDT. Our codebase is simple, concise, easy to reproduce with strong performances.☆10Feb 1, 2021Updated 5 years ago
- [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
- 【NeurIPS 2024】The official code of paper "Automated Multi-level Preference for MLLMs"☆22Sep 26, 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.
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- [EMNLP 2024] Official repository for paper "From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis"☆21Oct 15, 2024Updated last year
- ☆20Jun 10, 2025Updated 11 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆171Nov 6, 2024Updated last year
- [AAAI 2024] MELO: Enhancing Model Editing with Neuron-indexed Dynamic LoRA☆28Apr 9, 2024Updated 2 years ago
- [ICLR 2024 Spotlight] "Negative Label Guided OOD Detection with Pretrained Vision-Language Models"☆30Oct 23, 2024Updated last year
- [ICCV 2023] Black Box Few-Shot Adaptation for Vision-Language models☆27May 14, 2024Updated 2 years ago