xieyuquanxx / awesome-Large-MultiModal-Hallucination
😎 up-to-date & curated list of awesome LMM hallucinations papers, methods & resources.
☆145Updated 7 months ago
Related projects ⓘ
Alternatives and complementary repositories for awesome-Large-MultiModal-Hallucination
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆182Updated 7 months ago
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating☆79Updated 9 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆210Updated last month
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆68Updated 6 months ago
- [CVPR'24] HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(…☆246Updated last week
- HallE-Control: Controlling Object Hallucination in LMMs☆28Updated 7 months ago
- This is the first released survey paper on hallucinations of large vision-language models (LVLMs). To keep track of this field and contin…☆47Updated 3 months ago
- A RLHF Infrastructure for Vision-Language Models☆104Updated this week
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)☆56Updated 2 months ago
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆287Updated 2 months ago
- CHAIR metric is a rule-based metric for evaluating object hallucination in caption generation.☆23Updated last year
- The reinforcement learning codes for dataset SPA-VL☆21Updated 4 months ago
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆73Updated 7 months ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆66Updated 9 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆72Updated 2 weeks ago
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆135Updated 6 months ago
- Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal …☆27Updated this week
- Official Repo of "MMBench: Is Your Multi-modal Model an All-around Player?"☆162Updated 2 months ago
- A Survey on the Honesty of Large Language Models☆46Updated last month
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆33Updated 3 weeks ago
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆94Updated 10 months ago
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆25Updated 2 weeks ago
- MoCLE (First MLLM with MoE for instruction customization and generalization!) (https://arxiv.org/abs/2312.12379)☆29Updated 7 months ago
- MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction Tuning☆133Updated last year
- This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual Debias Decoding strat…☆72Updated 7 months ago
- Visualizing the attention of vision-language models☆72Updated 3 weeks ago
- M-HalDetect Dataset Release☆19Updated last year
- MMICL, a state-of-the-art VLM with the in context learning ability from ICL, PKU☆41Updated last year
- This repository contains the code for SFT, RLHF, and DPO, designed for vision-based LLMs, including the LLaVA models and the LLaMA-3.2-vi…☆82Updated last month
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆255Updated 8 months ago