xieyuquanxx / awesome-Large-MultiModal-Hallucination
π curated list of awesome LMM hallucinations papers, methods & resources.
β149Updated last year
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
- The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''β199Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"β85Updated 3 months ago
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resourcesβ106Updated last month
- This is the first released survey paper on hallucinations of large vision-language models (LVLMs). To keep track of this field and continβ¦β63Updated 7 months ago
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigatingβ91Updated last year
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decodingβ255Updated 5 months ago
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''β82Updated last year
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)β82Updated 4 months ago
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Modelsβ144Updated 10 months ago
- A RLHF Infrastructure for Vision-Language Modelsβ167Updated 4 months ago
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.β69Updated 4 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMsβ109Updated 4 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(β¦β273Updated 4 months ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimizationβ84Updated last year
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluationβ112Updated last year
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Alloβ¦β323Updated 7 months ago
- HallE-Control: Controlling Object Hallucination in LMMsβ30Updated 11 months ago
- CHAIR metric is a rule-based metric for evaluating object hallucination in caption generation.β26Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)β44Updated 4 months ago
- β64Updated 9 months ago
- Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal β¦β46Updated last month
- This repository contains the code for SFT, RLHF, and DPO, designed for vision-based LLMs, including the LLaVA models and the LLaMA-3.2-viβ¦β102Updated 5 months ago
- β107Updated last month
- This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual Debias Decoding stratβ¦β76Updated last month
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuningβ272Updated last year
- β95Updated last year
- β71Updated this week
- code for "Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization"β54Updated 7 months ago
- β143Updated 4 months ago
- Visualizing the attention of vision-language modelsβ139Updated 3 weeks ago