lhanchao777 / LVLM-Hallucinations-Survey
This is the first released survey paper on hallucinations of large vision-language models (LVLMs). To keep track of this field and continuously update our survey, we maintain this repository of relevant references.
☆68Updated 8 months ago
Alternatives and similar repositories for LVLM-Hallucinations-Survey:
Users that are interested in LVLM-Hallucinations-Survey are comparing it to the libraries listed below
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆117Updated last week
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆86Updated 4 months ago
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)☆87Updated 4 months ago
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating☆93Updated last year
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Updated last year
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆203Updated last year
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆265Updated 6 months ago
- [EMNLP 2024 Findings] The official PyTorch implementation of EchoSight: Advancing Visual-Language Models with Wiki Knowledge.☆57Updated last month
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆146Updated 11 months ago
- HallE-Control: Controlling Object Hallucination in LMMs☆30Updated last year
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆82Updated last year
- ☆48Updated 4 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆114Updated 5 months ago
- ☆112Updated 2 months ago
- ☆71Updated 10 months ago
- 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…☆105Updated 6 months ago
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆331Updated 7 months ago
- MMICL, a state-of-the-art VLM with the in context learning ability from ICL, PKU☆46Updated last year
- CHAIR metric is a rule-based metric for evaluating object hallucination in caption generation.☆28Updated last year
- This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual Debias Decoding strat…☆77Updated last month
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆86Updated last year
- ☆85Updated this week
- [ICLR'25] Official code for the paper 'MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs'☆137Updated last week
- the official repo for EMNLP 2024 (main) paper "EFUF: Efficient Fine-grained Unlearning Framework for Mitigating Hallucinations in Multimo…☆19Updated last week
- A Comprehensive Survey on Evaluating Reasoning Capabilities in Multimodal Large Language Models.☆52Updated last month
- [CVPR'24] HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(…☆280Updated 5 months ago
- [ICLR 2025] VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning☆51Updated 2 months ago
- ☆73Updated 3 weeks ago
- [CVPR25] A ChatGPT-Prompted Visual hallucination Evaluation Dataset, featuring over 100,000 data samples and four advanced evaluation mod…☆14Updated this week
- Official resource for paper Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models (ACL 20…☆10Updated 8 months ago