ustc-hyin / ClearSightLinks
Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models
☆51Updated last year
Alternatives and similar repositories for ClearSight
Users that are interested in ClearSight are comparing it to the libraries listed below
Sorting:
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆185Updated 4 months ago
- [CVPR' 25] Interleaved-Modal Chain-of-Thought☆104Updated 3 weeks ago
- [ICLR'25] Official code for the paper 'MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs'☆331Updated 9 months ago
- Papers about Hallucination in Multi-Modal Large Language Models (MLLMs)☆99Updated last year
- This is the first released survey paper on hallucinations of large vision-language models (LVLMs). To keep track of this field and contin…☆90Updated last year
- ☆27Updated 9 months ago
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆130Updated 4 months ago
- [EMNLP 2024 Findings] The official PyTorch implementation of EchoSight: Advancing Visual-Language Models with Wiki Knowledge.☆77Updated last week
- [ICLR 2025] See What You Are Told: Visual Attention Sink in Large Multimodal Models☆87Updated 11 months ago
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆205Updated 6 months ago
- [CVPR 2025] Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Att…☆62Updated 3 months ago
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs☆21Updated 8 months ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆60Updated last year
- [ACL'25 Main] Official Implementation of HiDe-LLaVA: Hierarchical Decoupling for Continual Instruction Tuning of Multimodal Large Languag…☆47Updated 4 months ago
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆102Updated last year
- [ICLR 2025] Data-Augmented Phrase-Level Alignment for Mitigating Object Hallucination☆18Updated last year
- 🔎Official code for our paper: "VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation".☆47Updated 10 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆162Updated last year
- Official resource for paper Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models (ACL 20…☆15Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆108Updated last year
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆369Updated last year
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆246Updated 3 months ago
- [NeurIPS 2025] More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models☆74Updated 7 months ago
- [CVPR2025] Official implementation of the paper "Multi-Layer Visual Feature Fusion in Multimodal LLMs: Methods, Analysis, and Best Practi…☆44Updated 2 months ago
- 🔥CVPR 2025 Multimodal Large Language Models Paper List☆154Updated 10 months ago
- Latest Advances on (RL based) Multimodal Reasoning and Generation in Multimodal Large Language Models☆45Updated 2 months ago
- [ICCV25 Oral] Token Activation Map to Visually Explain Multimodal LLMs☆162Updated last month
- ☆112Updated 4 months ago
- Latest Advances on Modality Priors in Multimodal Large Language Models☆29Updated last month
- [CVPR25 Highlight] A ChatGPT-Prompted Visual hallucination Evaluation Dataset, featuring over 100,000 data samples and four advanced eval…☆31Updated 9 months ago