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. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- The codes for 'Progressive cross-primitive consistency for open-world compositional zero-shot learning'☆34Mar 21, 2024Updated 2 years ago
- Codes for Three-stream Interaction Decoder Network for RGB-Thermal Salient Object Detection☆30May 12, 2022Updated 4 years ago
- ☆30Oct 13, 2022Updated 3 years ago
- ☆38Dec 14, 2021Updated 4 years ago
- accepted by ieee sensors journal☆36Aug 30, 2020Updated 5 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- [CVPR 2023] Diversity-Aware Meta Visual Prompting☆84Nov 30, 2023Updated 2 years ago
- ☆47Mar 21, 2024Updated 2 years ago
- The source codes and results of Efficient Wavelet Boost Learning-Based Multi-stage Progressive Refinement Network for Underwater Image En…☆41May 24, 2022Updated 4 years ago
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆410Aug 24, 2024Updated last year
- https://arxiv.org/abs/2408.02032☆136Jan 16, 2025Updated last year
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆1,020Sep 27, 2025Updated 8 months ago
- [ICCV 2023] Improving Adversarial Robustness of Masked Autoencoders via Test-time Frequency-domain Prompting☆15Nov 30, 2023Updated 2 years ago
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆318Feb 8, 2026Updated 3 months ago
- [ICLR 23 oral] The Modality Focusing Hypothesis: Towards Understanding Crossmodal Knowledge Distillation☆45Jul 10, 2023Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- [ICCV 2025] The official code of the paper "Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration R…☆112Jul 9, 2025Updated 10 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆405Oct 7, 2024Updated last year
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆297Mar 13, 2024Updated 2 years ago
- (CVPR 2025) PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction☆146Mar 6, 2025Updated last year
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated 2 years ago
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual…☆83Feb 22, 2025Updated last year
- [EMNLP'24] Code and data for paper "Med-MoE: Mixture of Domain-Specific Experts for Lightweight Medical Vision-Language Models"☆158Jul 7, 2025Updated 10 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 …☆296Jun 7, 2023Updated 2 years ago
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆209Jul 17, 2025Updated 10 months ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- (ICLR 2026)Official repository of 'ScaleCap: Inference-Time Scalable Image Captioning via Dual-Modality Debiasing’☆60Jan 26, 2026Updated 4 months ago
- HallE-Control: Controlling Object Hallucination in LMMs☆32Apr 10, 2024Updated 2 years ago
- [CVPR 2022] Shape-invariant Adversarial Point Clouds☆48Nov 30, 2023Updated 2 years ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- ☆56Nov 26, 2024Updated 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(…☆337Oct 14, 2025Updated 7 months ago
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆168Jan 15, 2024Updated 2 years ago
- [EMNLP'24] MedAdapter: Efficient Test-Time Adaptation of Large Language Models Towards Medical Reasoning☆37Dec 26, 2024Updated last year
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆66Aug 30, 2025Updated 8 months ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- ☆15Jun 6, 2023Updated 2 years ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆114Dec 4, 2024Updated last year
- Official implement of MIA-DPO☆69Jan 23, 2025Updated last year
- Official implementation of FouriScale (ECCV2024)☆160Jul 27, 2024Updated last year
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs☆25May 7, 2025Updated last year
- CODA: Coordinating the Cerebrum and Cerebellum for a Dual-Brain Computer Use Agent with Decoupled Reinforcement Learning☆36Aug 28, 2025Updated 9 months ago
- EventHallusion: Diagnosing Event Hallucinations in Video LLMs☆34Aug 5, 2025Updated 9 months ago