🔎Official code for our paper: "VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation".
☆57Mar 18, 2025Updated last year
Alternatives and similar repositories for VL-Uncertainty
Users that are interested in VL-Uncertainty are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [EMNLP'26] Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models☆21Updated this week
- ✨A curated list of papers on the uncertainty in multi-modal large language model (MLLM).☆59Apr 2, 2025Updated last year
- [ACL 2024] An Easy-to-use Hallucination Detection Framework for LLMs.☆42Feb 25, 2025Updated last year
- ☆11May 16, 2025Updated last year
- [WACV 2025] Official Pytorch code for "Background-aware Moment Detection for Video Moment Retrieval"☆16Feb 24, 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.
- VHTest☆16Oct 31, 2024Updated last year
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆297Mar 13, 2024Updated 2 years ago
- Multidimensional Uncertainty-Aware Evidential Neural Networks ( AAAI2021)☆16Aug 19, 2021Updated 5 years ago
- up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources☆332Aug 28, 2026Updated last month
- [ICLR'26] SketchThinker-R1: Towards Efficient Sketch-Style Reasoning in Large Multimodal Models☆18Mar 26, 2026Updated 6 months ago
- [ICCV'25] "Harnessing Uncertainty-aware Bounding Boxes for Unsupervised 3D Object Detection".☆26Jan 12, 2026Updated 9 months ago
- 📖Curated list about reasoning abilitiy of MLLM, including OpenAI o1, OpenAI o3-mini, and Slow-Thinking.☆14Feb 7, 2025Updated last year
- [ICLR 2023 Spotlight] Code release for "Dirichlet-based Uncertainty Calibration for Active Domain Adaptation"☆33Mar 5, 2023Updated 3 years ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆52Jul 16, 2024Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-based Active Learning☆15Dec 12, 2023Updated 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
- Rui Qian, Xin Yin, Dejing Dou†: Reasoning to Attend: Try to Understand How <SEG> Token Works (CVPR 2025)☆55Feb 4, 2026Updated 8 months ago
- [NAACL 2024] Z-GMOT: Zero-shot Generic Multiple Object Tracking☆12May 19, 2026Updated 4 months ago
- [NeurIPS 2025] Official Implementation for "Enhancing Vision-Language Model Reliability with Uncertainty-Guided Dropout Decoding"☆22Dec 8, 2024Updated last year
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆421Oct 7, 2024Updated 2 years ago
- [ACL2025] Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models☆80Mar 6, 2026Updated 7 months ago
- TEMPURA enables video-language models to reason about causal event relationships and generate fine-grained, timestamped descriptions of u…☆29Sep 26, 2026Updated 3 weeks ago
- [CVPR2024 Highlight] Official implementation for Transferable Visual Prompting. The paper "Exploring the Transferability of Visual Prompt…☆45Dec 20, 2024Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆176Jan 15, 2024Updated 2 years ago
- The official repo for DARG: Dynamic Evaluation of Large Language Models via Adaptive Reasoning Graph☆19Oct 13, 2024Updated 2 years ago
- AutoHallusion Codebase (EMNLP 2024)☆22Dec 6, 2024Updated last year
- [CVPR 2025 (Oral)] Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key☆115Jan 9, 2026Updated 9 months ago
- Official Implementation (Pytorch) of the "VidChain: Chain-of-Tasks with Metric-based Direct Preference Optimization for Dense Video Capti…☆26Jan 26, 2025Updated 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(…☆344Oct 14, 2025Updated last year
- This is a repository contains the implementation of our NeurIPS'24 paper "Temporal Sentence Grounding with Relevance Feedback in Videos"☆13Aug 22, 2025Updated last year
- InstructG2I: Synthesizing Images from Multimodal Attributed Graphs (NeurIPs 2024)☆19Oct 17, 2024Updated 2 years ago
- [Paper] Code for the EMNLP2023 (Findings) paper "Global Structure Knowledge-Guided Relation Extraction Method for Visually-Rich Document"☆17Dec 1, 2023Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- 📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).☆1,045Sep 27, 2025Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆148Sep 11, 2025Updated last year
- IPO: Interpretable Prompt Optimization for Vision-Language Models(NeurIPS 2024)☆15Jun 12, 2026Updated 4 months ago
- ☆29May 6, 2024Updated 2 years ago
- The code of CVPR2024 "S^2MVTC: a Simple yet Efficient Scalable Multi-View Tensor Clustering "☆11Apr 3, 2024Updated 2 years ago
- EvoTest: Evolutionary Test-Time Learning for Self-Improving Agentic Systems (ICLR'26)☆35Nov 3, 2025Updated 11 months ago
- MetaModulation: Learning Variational Feature Hierarchies for Few-Shot Learning with Fewer Tasks (ICML 2023)☆11Aug 15, 2023Updated 3 years ago