Ruiyang-061X / VL-UncertaintyView external linksLinks
🔎Official code for our paper: "VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation".
☆47Mar 18, 2025Updated 10 months ago
Alternatives and similar repositories for VL-Uncertainty
Users that are interested in VL-Uncertainty are comparing it to the libraries listed below
Sorting:
- ✨ Official code for our paper: "Uncertainty-o: One Model-agnostic Framework for Unveiling Epistemic Uncertainty in Large Multimodal Model…☆18Mar 13, 2025Updated 11 months ago
- ✨A curated list of papers on the uncertainty in multi-modal large language model (MLLM).☆59Apr 2, 2025Updated 10 months ago
- [WACV 2025] Official Pytorch code for "Background-aware Moment Detection for Video Moment Retrieval"☆16Feb 24, 2025Updated 11 months ago
- [ICCV'25] "Harnessing Uncertainty-aware Bounding Boxes for Unsupervised 3D Object Detection".☆25Jan 12, 2026Updated last month
- [NAACL 2024] Z-GMOT: Zero-shot Generic Multiple Object Tracking☆13May 3, 2024Updated last year
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆296Mar 13, 2024Updated last year
- Going from RGB to RGBD saliency: A depth-guided transformation model, IEEE Transactions on Cybernetics, 2019.☆13May 9, 2021Updated 4 years ago
- This is the official implementation of "Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation" (Accepted at AC…☆14Aug 24, 2024Updated last year
- [ICLR 2025] Data-Augmented Phrase-Level Alignment for Mitigating Object Hallucination☆19Jan 27, 2025Updated last year
- Offical repo for ECCV 2024: Depth-Aware Blind Image Decomposition for Real-World Weather Recovery☆13Mar 7, 2024Updated last year
- ☆16Jan 13, 2024Updated 2 years ago
- VHTest☆15Oct 31, 2024Updated last year
- Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-based Active Learning☆15Dec 12, 2023Updated 2 years ago
- [ICLR 2023 Spotlight] Code release for "Dirichlet-based Uncertainty Calibration for Active Domain Adaptation"☆36Mar 5, 2023Updated 2 years ago
- [ECCV'24] Approaching Outside: Scaling Unsupervised 3D Object Detection from 2D Scene.☆39Sep 3, 2024Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆133Sep 11, 2025Updated 5 months ago
- InstructG2I: Synthesizing Images from Multimodal Attributed Graphs (NeurIPs 2024)☆20Oct 17, 2024Updated last year
- ☆18Jun 10, 2023Updated 2 years ago
- New Modeling The Background CodeBase☆15Jan 7, 2022Updated 4 years ago
- [ACL2025] Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models☆80May 29, 2025Updated 8 months ago
- [CVPR 2025 (Oral)] Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key☆104Jan 9, 2026Updated last month
- [CVPR2024 Highlight] Official implementation for Transferable Visual Prompting. The paper "Exploring the Transferability of Visual Prompt…☆46Dec 20, 2024Updated last year
- Codes, data, and baselines for CIKM 2023 Long Paper "Dual Intents Graph Modeling for User-centric Group Discovery"☆17Oct 22, 2023Updated 2 years ago
- [ICLR '25] Official Pytorch implementation of "Interpreting and Editing Vision-Language Representations to Mitigate Hallucinations"☆95Nov 30, 2025Updated 2 months ago
- AutoHallusion Codebase (EMNLP 2024)☆22Dec 6, 2024Updated last year
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆204Jul 17, 2025Updated 6 months ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Jul 16, 2024Updated last year
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆61Jul 16, 2024Updated last year
- [ACL 2024] Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models. Detect and mitigate object hallucinatio…☆25Jan 31, 2025Updated last year
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆979Sep 27, 2025Updated 4 months ago
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆153Jan 15, 2024Updated 2 years ago
- [NeurIPS 2025]"Enhancing Visual Grounding for GUI Agents via Self-Evolutionary Reinforcement Learning"☆93Oct 21, 2025Updated 3 months ago
- ☆27Apr 18, 2025Updated 9 months ago
- Official Implementation (Pytorch) of the "VidChain: Chain-of-Tasks with Metric-based Direct Preference Optimization for Dense Video Capti…☆23Jan 26, 2025Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆108Dec 4, 2024Updated last year
- ☆27May 6, 2024Updated last year
- ☆37Aug 21, 2025Updated 5 months ago
- [CVPR25 Highlight] A ChatGPT-Prompted Visual hallucination Evaluation Dataset, featuring over 100,000 data samples and four advanced eval…☆31Apr 16, 2025Updated 10 months ago
- [NeurIPS 2024, spotlight] Scaling Out-of-Distribution Detection for Multiple Modalities☆67Dec 3, 2025Updated 2 months ago