[ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"
☆110Dec 4, 2024Updated last year
Alternatives and similar repositories for HALC
Users that are interested in HALC 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
- [NeurIPS 2025] Official Implementation for "Enhancing Vision-Language Model Reliability with Uncertainty-Guided Dropout Decoding"☆22Dec 8, 2024Updated last year
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆155Apr 30, 2024Updated last year
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆388Oct 7, 2024Updated 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
- NordVPN Threat Protection Pro™ • AdTake your cybersecurity to the next level. Block phishing, malware, trackers, and ads. Lightweight app that works with all browsers.
- HallE-Control: Controlling Object Hallucination in LMMs☆31Apr 10, 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
- Code for paper: Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection☆54Mar 13, 2025Updated last year
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆87Oct 26, 2025Updated 5 months ago
- ☆18Aug 1, 2024Updated last year
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆63Jul 16, 2024Updated last year
- [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
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆996Sep 27, 2025Updated 5 months ago
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated 2 years ago
- DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- ☆94Mar 29, 2019Updated 6 years ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆112Aug 21, 2025Updated 7 months ago
- (NeurIPS 2025) Official implementation for "MJ-Bench: Is Your Multimodal Reward Model Really a Good Judge for Text-to-Image Generation?"☆47Jun 3, 2025Updated 9 months ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Jul 16, 2024Updated last year
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆100Jan 30, 2024Updated 2 years ago
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆66Aug 30, 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
- [ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"☆101Nov 30, 2025Updated 3 months ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- A library of visualization tools for the interpretability and hallucination analysis of large vision-language models (LVLMs).☆41May 22, 2025Updated 10 months ago
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆296Mar 13, 2024Updated 2 years ago
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆105Nov 23, 2024Updated last year
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆56Dec 18, 2024Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆138Sep 11, 2025Updated 6 months 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
- [NeurIPS 2024] Official Repository of Multi-Object Hallucination in Vision-Language Models☆35Nov 13, 2024Updated last year
- 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
- Ranking-Consistent Language-Image Pretraining☆12Oct 24, 2025Updated 5 months ago
- 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.
- 【NeurIPS 2024】The official code of paper "Automated Multi-level Preference for MLLMs"☆22Sep 26, 2024Updated last year
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆167Nov 6, 2024Updated last year
- [ICLR 2025] Code for Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models☆25Apr 14, 2025Updated 11 months ago
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆160Jan 15, 2024Updated 2 years ago
- The official repo for "Where do Large Vision-Language Models Look at when Answering Questions?"☆59Jan 7, 2026Updated 2 months ago
- ☆56Nov 26, 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