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 9 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
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆149Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆125Updated last month
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating☆94Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆86Updated 5 months ago
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)☆89Updated 5 months ago
- [EMNLP 2024 Findings] The official PyTorch implementation of EchoSight: Advancing Visual-Language Models with Wiki Knowledge.☆60Updated last month
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆206Updated last year
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆273Updated 7 months ago
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆146Updated last year
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆114Updated 6 months ago
- ☆47Updated 5 months ago
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆71Updated 4 months ago
- CHAIR metric is a rule-based metric for evaluating object hallucination in caption generation.☆28Updated last year
- ☆116Updated 2 months ago
- This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual Debias Decoding strat…☆78Updated 2 months ago
- ☆73Updated 11 months ago
- ☆9Updated last year
- 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''☆83Updated 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…☆104Updated 6 months ago
- A Comprehensive Survey on Evaluating Reasoning Capabilities in Multimodal Large Language Models.☆58Updated last month
- Official resource for paper Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models (ACL 20…☆11Updated 8 months ago
- [CVPR25] A ChatGPT-Prompted Visual hallucination Evaluation Dataset, featuring over 100,000 data samples and four advanced evaluation mod…☆16Updated 3 weeks ago
- MMICL, a state-of-the-art VLM with the in context learning ability from ICL, PKU☆46Updated 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(…☆281Updated 5 months ago
- the official repo for EMNLP 2024 (main) paper "EFUF: Efficient Fine-grained Unlearning Framework for Mitigating Hallucinations in Multimo…☆19Updated last month
- [ICLR'25] Official code for the paper 'MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs'☆169Updated 2 weeks ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆87Updated last year
- MoCLE (First MLLM with MoE for instruction customization and generalization!) (https://arxiv.org/abs/2312.12379)☆37Updated last year
- [NeurIPS 2023]DDCoT: Duty-Distinct Chain-of-Thought Prompting for Multimodal Reasoning in Language Models☆43Updated last year