YiyangZhou / POVIDView external linksLinks
[Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning
☆91Apr 30, 2024Updated last year
Alternatives and similar repositories for POVID
Users that are interested in POVID are comparing it to the libraries listed below
Sorting:
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆85Oct 26, 2025Updated 3 months ago
- ☆101Dec 22, 2023Updated 2 years ago
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆155Apr 30, 2024Updated last year
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆100Jan 30, 2024Updated 2 years ago
- code for "Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization"☆60Aug 23, 2024Updated last year
- Enhancing Large Vision Language Models with Self-Training on Image Comprehension.☆69May 31, 2024Updated last year
- [CVPR'25 highlight] RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness☆443May 14, 2025Updated 9 months ago
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆85Nov 10, 2024Updated last year
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆153Jan 15, 2024Updated 2 years ago
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆306Sep 11, 2024Updated last year
- ☆46Dec 30, 2024Updated last year
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆396Aug 24, 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…☆82Feb 22, 2025Updated 11 months ago
- ☆155Oct 31, 2024Updated last year
- MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities (ICML 2024)☆321Jan 20, 2025Updated last year
- FaithScore: Fine-grained Evaluations of Hallucinations in Large Vision-Language Models☆32Nov 27, 2025Updated 2 months ago
- Official repo for "AlignGPT: Multi-modal Large Language Models with Adaptive Alignment Capability"☆34Jul 12, 2024Updated last year
- Official pytorch implementation of "RITUAL: Random Image Transformations as a Universal Anti-hallucination Lever in Large Vision Language…☆13Dec 16, 2024Updated last year
- 【NeurIPS 2024】The official code of paper "Automated Multi-level Preference for MLLMs"☆21Sep 26, 2024Updated last year
- Egocentric Video Understanding Dataset (EVUD)☆33Jul 4, 2024Updated last year
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆162Nov 6, 2024Updated last year
- Look, Compare, Decide: Alleviating Hallucination in Large Vision-Language Models via Multi-View Multi-Path Reasoning☆24Sep 9, 2024Updated last year
- [Neurips'24 Spotlight] Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought …☆424Dec 22, 2024Updated last year
- Aligning LMMs with Factually Augmented RLHF☆392Nov 1, 2023Updated 2 years ago
- Official Pytorch implementation of 'Facing the Elephant in the Room: Visual Prompt Tuning or Full Finetuning'? (ICLR2024)☆13Mar 8, 2024Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆107Dec 4, 2024Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- [NeurIPS'25] ReAgent-V: A Reward-Driven Multi-Agent Framework for Video Understanding☆47Sep 21, 2025Updated 4 months ago
- ☆111Jan 8, 2025Updated 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(…☆325Oct 14, 2025Updated 3 months ago
- An Enhanced CLIP Framework for Learning with Synthetic Captions☆39Apr 18, 2025Updated 9 months ago
- ☆66Feb 5, 2024Updated 2 years ago
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆204Jul 17, 2025Updated 6 months ago
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆105Aug 21, 2025Updated 5 months ago
- We introduce new approach, Token Reduction using CLIP Metric (TRIM), aimed at improving the efficiency of MLLMs without sacrificing their…☆20Jan 11, 2026Updated last month
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated last year
- ACL'24 (Oral) Tuning Large Multimodal Models for Videos using Reinforcement Learning from AI Feedback☆76Sep 12, 2024Updated last year
- Code for paper "Unraveling Cross-Modality Knowledge Conflicts in Large Vision-Language Models."☆52Oct 19, 2024Updated last year
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Jul 16, 2024Updated last year