shikiw / Awesome-MLLM-Hallucination
Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)
☆89Updated 5 months ago
Alternatives and similar repositories for Awesome-MLLM-Hallucination
Users that are interested in Awesome-MLLM-Hallucination are comparing it to the libraries listed below
Sorting:
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆274Updated 7 months ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆87Updated 5 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…☆69Updated 9 months ago
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆125Updated this week
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆149Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆74Updated 5 months ago
- ☆95Updated last month
- ☆47Updated 5 months ago
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆337Updated 8 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆116Updated 6 months ago
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs☆14Updated last week
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆146Updated last year
- CHAIR metric is a rule-based metric for evaluating object hallucination in caption generation.☆29Updated last year
- Latest Advances on Modality Priors in Multimodal Large Language Models☆18Updated last week
- [EMNLP 2024 Findings] The official PyTorch implementation of EchoSight: Advancing Visual-Language Models with Wiki Knowledge.☆61Updated 2 months ago
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating☆94Updated last year
- A Comprehensive Survey on Evaluating Reasoning Capabilities in Multimodal Large Language Models.☆60Updated last month
- [ICLR'25] Official code for the paper 'MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs'☆192Updated 3 weeks 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
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆207Updated last year
- ☆117Updated 3 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(…☆281Updated 6 months ago
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆53Updated this week
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆49Updated 6 months ago
- HallE-Control: Controlling Object Hallucination in LMMs☆30Updated last year
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆54Updated 4 months ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆87Updated last year
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆83Updated last year
- This repository will continuously update the latest papers, technical reports, benchmarks about multimodal reasoning!☆38Updated last month
- ☆73Updated 11 months ago