A library of visualization tools for the interpretability and hallucination analysis of large vision-language models (LVLMs).
☆42May 22, 2025Updated last year
Alternatives and similar repositories for VaLSe
Users that are interested in VaLSe are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Code for paper: Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection☆63Mar 13, 2025Updated last year
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆115Dec 4, 2024Updated last year
- [CVPR 2025] Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Att…☆84Oct 9, 2025Updated 9 months ago
- [ICCV 2025] ONLY: One-Layer Intervention Sufficiently Mitigates Hallucinations in Large Vision-Language Models☆51Jul 7, 2025Updated last year
- Code for ICLR 2025 Paper: Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs☆25May 7, 2025Updated last year
- 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.
- ☆86Nov 5, 2024Updated last year
- The First to Know: How Token Distributions Reveal Hidden Knowledge in Large Vision-Language Models?☆43Nov 1, 2024Updated last year
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆117Nov 23, 2024Updated last year
- ECSO (Make MLLM safe without neither training nor any external models!) (https://arxiv.org/abs/2403.09572)☆37Nov 2, 2024Updated last year
- ☆16Mar 13, 2025Updated last year
- Code for paper: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models☆61Dec 18, 2024Updated last year
- ☆25Jun 13, 2024Updated 2 years ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆68Jul 16, 2024Updated 2 years ago
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attrib…☆39Jul 14, 2025Updated last year
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- Official codebase for the paper "WorldMemArena: Evaluating Multimodal Agent Memory Through Action–World Interaction"☆23May 29, 2026Updated 2 months ago
- [NeurIPS 2025] Official Implementation for "Enhancing Vision-Language Model Reliability with Uncertainty-Guided Dropout Decoding"☆22Dec 8, 2024Updated last year
- Video-CoM: Interactive Video Reasoning via Chain of Manipulations☆22Jun 17, 2026Updated last month
- ☆33Apr 18, 2025Updated last year
- [NeurIPS 2025] More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models☆82May 31, 2025Updated last year
- An exploration of LLM steering☆28Jun 15, 2024Updated 2 years ago
- (ICLR 2026)Official repository of 'ScaleCap: Inference-Time Scalable Image Captioning via Dual-Modality Debiasing’☆60Jan 26, 2026Updated 6 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆58Oct 28, 2024Updated last year
- This is the official repository for the "Towards Vision-Language Mechanistic Interpretability: A Causal Tracing Tool for BLIP" paper acce…☆25Feb 16, 2026Updated 5 months 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.
- ☆30Jul 17, 2025Updated last year
- ☆55Jan 2, 2025Updated last year
- ☆25Mar 18, 2025Updated last year
- ☆15Apr 27, 2025Updated last year
- Code and data for paper "Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation".☆25Oct 22, 2025Updated 9 months ago
- [NeurIPS 2025] Official code for paper: Latent Chain-of-Thought for Visual Reasoning☆36Oct 16, 2025Updated 9 months ago
- [NeurIPS 2025] Official Implementation of paper "Sherlock: Self-Correcting Reasoning in Vision-Language Models"☆31Jun 4, 2026Updated last month
- [NeurIPS 2024] Official Code for the Paper "Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning"☆27Apr 8, 2025Updated last year
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆67Aug 30, 2025Updated 11 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Official implementation of "Generative Human Motion Stylization in Latent Space", ICLR'24☆39Sep 4, 2025Updated 10 months ago
- HallE-Control: Controlling Object Hallucination in LMMs☆32Apr 10, 2024Updated 2 years ago
- Optimizing Hyperparameters with Conformal Quantile Regression☆11May 22, 2023Updated 3 years ago
- [CVPR2026] Official codebase for the paper "Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space"☆85May 12, 2026Updated 2 months ago
- A toolbox for benchmarking trustworthiness of multimodal large language models (MultiTrust, NeurIPS 2024 Track Datasets and Benchmarks)☆177Jun 27, 2025Updated last year
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating☆100Jan 29, 2024Updated 2 years ago
- Learning recognition/segmentation models without end-to-end training. 40%-60% less GPU memory footprint. Same training time. Better perfo…☆90Oct 12, 2022Updated 3 years ago