xieyuquanxx / awesome-Large-MultiModal-Hallucination
😎 curated list of awesome LMM hallucinations papers, methods & resources.
☆147Updated 10 months ago
Alternatives and similar repositories for awesome-Large-MultiModal-Hallucination:
Users that are interested in awesome-Large-MultiModal-Hallucination are comparing it to the libraries listed below
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆238Updated 4 months ago
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆197Updated 10 months ago
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating☆89Updated last year
- This is the first released survey paper on hallucinations of large vision-language models (LVLMs). To keep track of this field and contin…☆60Updated 6 months ago
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆92Updated 3 weeks ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆80Updated 2 months ago
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆311Updated 5 months ago
- A RLHF Infrastructure for Vision-Language Models☆162Updated 3 months ago
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆78Updated 10 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(…☆270Updated 3 months ago
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆141Updated 9 months ago
- Visualizing the attention of vision-language models☆109Updated 3 months ago
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)☆79Updated 3 months ago
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆111Updated last year
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆63Updated 3 months ago
- CHAIR metric is a rule-based metric for evaluating object hallucination in caption generation.☆26Updated last year
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆98Updated 3 months ago
- MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction Tuning☆135Updated last year
- ☆61Updated 8 months ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆81Updated last year
- HallE-Control: Controlling Object Hallucination in LMMs☆29Updated 10 months ago
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆270Updated 11 months ago
- ☆103Updated last week
- 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…☆100Updated 4 months ago
- ☆138Updated 3 months ago
- Official Repo of "MMBench: Is Your Multi-modal Model an All-around Player?"☆183Updated 5 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆42Updated 3 months ago
- Official code for paper "UniIR: Training and Benchmarking Universal Multimodal Information Retrievers" (ECCV 2024)☆126Updated 4 months ago
- [EMNLP 2024 Findings] The official PyTorch implementation of EchoSight: Advancing Visual-Language Models with Wiki Knowledge.☆53Updated last month
- ☆61Updated 7 months ago