Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)
☆105Nov 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 'Non-Exemplar Online Class-incremental Continual Learning via Dual-prototype Self-augment and Refinement'☆33Mar 21, 2024Updated 2 years ago
- accepted by ieee sensors journal☆36Aug 30, 2020Updated 6 years ago
- Codes for Three-stream Interaction Decoder Network for RGB-Thermal Salient Object Detection☆30May 12, 2022Updated 4 years ago
- ☆30Oct 13, 2022Updated 4 years ago
- ☆38Dec 14, 2021Updated 4 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆416Aug 24, 2024Updated 2 years ago
- ☆35Jun 25, 2022Updated 4 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
- ☆50Mar 21, 2024Updated 2 years ago
- https://arxiv.org/abs/2408.02032☆139Jan 16, 2025Updated last year
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆1,045Sep 27, 2025Updated last year
- An official implementation of "SPARK: Synergistic Policy And Reward Co-Evolving Framework"☆25Oct 23, 2025Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆335Aug 28, 2026Updated 2 months ago
- [ICCV 2025] The official code of the paper "Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration R…☆114Jul 9, 2025Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆422Oct 7, 2024Updated 2 years ago
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated 2 years ago
- official code for "BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning"☆37Jan 21, 2025Updated last year
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆297Mar 13, 2024Updated 2 years ago
- [ICCV 2023] Improving Adversarial Robustness of Masked Autoencoders via Test-time Frequency-domain Prompting☆15Nov 30, 2023Updated 2 years ago
- A Universal and Fine-grained Hallucination Evaluation Framework for Large Vision Language Models☆11Feb 29, 2024Updated 2 years ago
- [TIP 2024] PointCAT: Contrastive Adversarial Training for Robust Point Cloud Recognition☆16Nov 30, 2023Updated 2 years ago
- (CVPR 2025) PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction☆153Mar 6, 2025Updated last year
- [ICLR 23 oral] The Modality Focusing Hypothesis: Towards Understanding Crossmodal Knowledge Distillation☆44Jul 10, 2023Updated 3 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- (ICLR 2026)Official repository of 'ScaleCap: Inference-Time Scalable Image Captioning via Dual-Modality Debiasing’☆59Jan 26, 2026Updated 9 months ago
- HallE-Control: Controlling Object Hallucination in LMMs☆32Apr 10, 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(…☆345Oct 14, 2025Updated last year
- [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 last year
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆174Nov 6, 2024Updated 2 years ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆117Dec 4, 2024Updated last year
- ☆56Nov 26, 2024Updated last year
- [NeurIPS 2024] This repo contains evaluation code for the paper "Are We on the Right Way for Evaluating Large Vision-Language Models"☆218Sep 26, 2024Updated 2 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.
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆215Jul 17, 2025Updated last year
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆104Jan 30, 2024Updated 2 years ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆59Oct 28, 2024Updated 2 years 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 …☆295Jun 7, 2023Updated 3 years ago
- A question-conditioned, reasoning-aware image editor designed to serve as a decoupled visual reasoning assistant for Multimodal Large Lan…☆23May 25, 2026Updated 5 months ago
- ☆18Aug 1, 2024Updated 2 years ago
- [EMNLP'24] MedAdapter: Efficient Test-Time Adaptation of Large Language Models Towards Medical Reasoning☆36Dec 26, 2024Updated last year