Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)
☆104Nov 21, 2024Updated last year
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:
- The codes for 'Non-Exemplar Online Class-incremental Continual Learning via Dual-prototype Self-augment and Refinement'☆29Mar 21, 2024Updated last year
- The codes for 'Progressive cross-primitive consistency for open-world compositional zero-shot learning'☆31Mar 21, 2024Updated last year
- Codes for Three-stream Interaction Decoder Network for RGB-Thermal Salient Object Detection☆27May 12, 2022Updated 3 years ago
- ☆27Oct 13, 2022Updated 3 years ago
- ☆33Dec 14, 2021Updated 4 years ago
- accepted by ieee sensors journal☆33Aug 30, 2020Updated 5 years ago
- ☆42Mar 21, 2024Updated last year
- ☆33Jun 25, 2022Updated 3 years ago
- [CVPR 2023] Diversity-Aware Meta Visual Prompting☆84Nov 30, 2023Updated 2 years ago
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆397Aug 24, 2024Updated last year
- The source codes and results of Efficient Wavelet Boost Learning-Based Multi-stage Progressive Refinement Network for Underwater Image En…☆38May 24, 2022Updated 3 years ago
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆986Sep 27, 2025Updated 5 months ago
- https://arxiv.org/abs/2408.02032☆132Jan 16, 2025Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆281Feb 8, 2026Updated last month
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆379Oct 7, 2024Updated last year
- [ICCV 2025] The official code of the paper "Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration R…☆111Jul 9, 2025Updated 8 months ago
- (CVPR 2025) PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction☆142Mar 6, 2025Updated last year
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆296Mar 13, 2024Updated last year
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated last year
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual…☆82Feb 22, 2025Updated last year
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆157Jan 15, 2024Updated 2 years ago
- [ICLR 23 oral] The Modality Focusing Hypothesis: Towards Understanding Crossmodal Knowledge Distillation☆46Jul 10, 2023Updated 2 years ago
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆66Aug 30, 2025Updated 6 months ago
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆204Jul 17, 2025Updated 7 months ago
- HallE-Control: Controlling Object Hallucination in LMMs☆31Apr 10, 2024Updated last year
- ☆57Nov 26, 2024Updated last year
- EventHallusion: Diagnosing Event Hallucinations in Video LLMs☆34Aug 5, 2025Updated 7 months ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆110Dec 4, 2024Updated last year
- official code for "BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning"☆37Jan 21, 2025Updated last year
- (ICLR 2026)Official repository of 'ScaleCap: Inference-Time Scalable Image Captioning via Dual-Modality Debiasing’☆59Jan 26, 2026Updated last month
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆100Jan 30, 2024Updated 2 years ago
- [CVPR'24] HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(…☆331Oct 14, 2025Updated 4 months ago
- [NAACL 2024] Vision language model that reduces hallucinations through self-feedback guided revision. Visualizes attentions on image feat…☆47Aug 21, 2024Updated last year
- ✨✨The Curse of Multi-Modalities (CMM): Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio☆52Jul 11, 2025Updated 7 months ago
- [EMNLP'24] Code and data for paper "Med-MoE: Mixture of Domain-Specific Experts for Lightweight Medical Vision-Language Models"☆155Jul 7, 2025Updated 8 months ago
- Experiments and data for the paper "When and why vision-language models behave like bags-of-words, and what to do about it?" Oral @ ICLR …☆292Jun 7, 2023Updated 2 years ago
- [CVPR 2022] Shape-invariant Adversarial Point Clouds☆48Nov 30, 2023Updated 2 years ago
- 📖Curated list about reasoning abilitiy of MLLM, including OpenAI o1, OpenAI o3-mini, and Slow-Thinking.☆13Feb 7, 2025Updated last year