YiyangZhou / POVIDLinks
[Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning
☆89Updated 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☆81Updated last month
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆150Updated last year
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆98Updated last year
- Enhancing Large Vision Language Models with Self-Training on Image Comprehension.☆70Updated last year
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual…☆82Updated 9 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆55Updated last year
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆83Updated last year
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆99Updated 3 months ago
- [ACL 2024] Multi-modal preference alignment remedies regression of visual instruction tuning on language model☆48Updated last year
- DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding☆65Updated 5 months ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆49Updated last year
- Official implementation of "Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation" (CVPR 202…☆39Updated 6 months ago
- ☆100Updated last year
- [ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"☆92Updated this week
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆144Updated last year
- [ICLR 2025] VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning☆66Updated 2 months ago
- Github repository for "Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging" (ICML 2025)☆82Updated 2 months ago
- FaithScore: Fine-grained Evaluations of Hallucinations in Large Vision-Language Models☆31Updated last week
- Official implementation of "Why are Visually-Grounded Language Models Bad at Image Classification?" (NeurIPS 2024)☆92Updated last year
- Code for paper "Unraveling Cross-Modality Knowledge Conflicts in Large Vision-Language Models."☆48Updated last year
- Preference Learning for LLaVA☆56Updated last year
- ☆102Updated 10 months ago
- ☆108Updated 8 months ago
- ☆74Updated last year
- Holistic Coverage and Faithfulness Evaluation of Large Vision-Language Models (ACL-Findings 2024)☆16Updated last year
- code for "Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization"☆59Updated last year
- The codebase for our EMNLP24 paper: Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Mo…☆84Updated 10 months ago
- ☆46Updated 11 months ago
- Code for DeCo: Decoupling token compression from semanchc abstraction in multimodal large language models☆74Updated 4 months ago
- [ICML 2024 Oral] Official code repository for MLLM-as-a-Judge.☆86Updated 9 months ago