HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)
☆52Jul 16, 2024Updated 2 years ago
Alternatives and similar repositories for HalluciDoctor
Users that are interested in HalluciDoctor are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆297Mar 13, 2024Updated 2 years ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆59Oct 28, 2024Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆116Dec 4, 2024Updated last year
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆172Jan 15, 2024Updated 2 years ago
- ☆18Aug 1, 2024Updated 2 years ago
- 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.
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆414Aug 24, 2024Updated last year
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆158Apr 30, 2024Updated 2 years ago
- An automatic MLLM hallucination detection framework☆19Sep 26, 2023Updated 2 years ago
- The official GitHub page for ''What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Ins…☆19Nov 10, 2023Updated 2 years ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆412Oct 7, 2024Updated last year
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆104Jan 30, 2024Updated 2 years ago
- [EMNLP 2024] Official code for "Beyond Embeddings: The Promise of Visual Table in Multi-Modal Models"☆20Oct 17, 2024Updated last year
- Code for paper 'Zero-Shot Scene Graph Generation via Triplet Calibration and Reduction' (TOMM 2023)☆10Sep 6, 2025Updated 11 months ago
- [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
- 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.
- Repository of paper: Position-Enhanced Visual Instruction Tuning for Multimodal Large Language Models☆37Sep 19, 2023Updated 2 years ago
- Official pytorch implementation of "RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language…☆14Dec 16, 2024Updated last year
- [CVPR'24] HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(…☆342Oct 14, 2025Updated 10 months ago
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated 2 years ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆87Oct 26, 2025Updated 9 months ago
- List of papers on Hallucination in LMM☆10Nov 29, 2023Updated 2 years ago
- [ACL 2025 Findings] Official pytorch implementation of "Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vis…☆25Jul 21, 2024Updated 2 years ago
- HallE-Control: Controlling Object Hallucination in LMMs☆32Apr 10, 2024Updated 2 years ago
- [NAACL 2024] Vision language model that reduces hallucinations through self-feedback guided revision. Visualizes attentions on image feat…☆49Aug 21, 2024Updated 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.
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆268Aug 21, 2025Updated 11 months ago
- Code for paper "Unraveling Cross-Modality Knowledge Conflicts in Large Vision-Language Models."☆55Oct 19, 2024Updated last year
- ☆102Dec 22, 2023Updated 2 years ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆68Jul 16, 2024Updated 2 years ago
- 🔎Official code for our paper: "VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation".☆56Mar 18, 2025Updated last year
- [ECCV 2024] OpenPSG: Open-set Panoptic Scene Graph Generation via Large Multimodal Models☆52Jan 8, 2025Updated last year
- Pink: Unveiling the Power of Referential Comprehension for Multi-modal LLMs☆100Jan 16, 2025Updated last year
- ✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models☆649Dec 23, 2024Updated last year
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning☆94Apr 30, 2024Updated 2 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- [CVPR 2025] VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification☆50Mar 24, 2025Updated last year
- [TMLR 2024] Official implementation of "Sight Beyond Text: Multi-Modal Training Enhances LLMs in Truthfulness and Ethics"☆20Sep 15, 2023Updated 2 years ago
- ☆111Dec 7, 2023Updated 2 years ago
- ☆55Apr 1, 2024Updated 2 years ago
- ☆59Aug 7, 2023Updated 3 years ago
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆1,036Sep 27, 2025Updated 10 months ago
- [ICML2022] "Identity-Disentangled Adversarial Augmentation for Self-Supervised Learning"☆10Jul 24, 2022Updated 4 years ago