# voxel51.com > AI-optimized mirror of voxel51.com containing 50 pages totalling 40,604 words of clean markdown content, structured data, and semantic HTML. Original source: https://voxel51.com/. Last updated: 2026-06-14T02:38:15.570Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [site-root.html](/content/site-root.html) (1 words) ## Articles & Blog Posts - [blog/how-we-built-annotation-savings-estimator/index.html](/content/blog/how-we-built-annotation-savings-estimator/index.html) (1 words) - [customers/index.html](/content/customers/index.html) (1 words) - [pricing/index.html](/content/pricing/index.html) (1 words) - [Forsight Finds a Centralized Dataset Management Solution in FiftyOne Teams](/content/customers/forsight/index.html): Forsight uses FiftyOne Teams to manage 1.5TB of visual data, saving R&D time and increasing model performance, while being cost effective (1,704 words) - [blog/the-best-of-cvpr-2025-series-day-1/index.html](/content/blog/the-best-of-cvpr-2025-series-day-1/index.html) (1 words) - [blog/the-best-of-cvpr-2025-series-day-3/index.html](/content/blog/the-best-of-cvpr-2025-series-day-3/index.html) (1 words) - [fiftyone/index.html](/content/fiftyone/index.html) (1 words) - [Build better computer vision models.](/content/events/seattle-ai-ml-and-computer-vision-meetup-february-12-2026.html): Join the Meetup to hear talks from experts on cutting-edge topics across AI, ML, and computer vision. (1,124 words) - [blog/how-to-detect-small-objects/index.html](/content/blog/how-to-detect-small-objects/index.html) (1 words) - [data-generation/index.html](/content/data-generation/index.html) (1 words) - [Computer Vision in Autonomous Vehicles](/content/industries/autonomous-vehicles-systems/index.html): Accelerate autonomous vehicle AI with FiftyOne. Curate datasets, analyze model performance, and improve computer vision for self-driving systems. (999 words) - [Visual AI in Retail and Commerce](/content/industries/retail/index.html): Struggling with visual data? FiftyOne helps you find the insights that matter, so you can spend more time building what your customers love. (535 words) - [RIOS’s AI-Powered Robotics Solutions Run on FiftyOne Enterprise](/content/customers/rios/index.html): RIOS selected FiftyOne Teams as its dataset management solution to efficiently organize and visualize 20TB+ of images, videos, and 3D data (1,550 words) - [Computer Vision for Robotics](/content/industries/robotics/index.html): Optimize robotics computer vision with high-quality datasets and model evaluation tools. Get faster iteration and more reliable machine learning performance. (684 words) - [Computer Vision in Manufacturing](/content/industries/manufacturing/index.html): Automation demands reliable execution. FiftyOne helps build defect-free models. Learn how to boost manufacturing AI performance. (774 words) - [Maximize AI performance with enterprise-grade security](/content/security/index.html): FiftyOne Enterprise offers ISO 27001 security, access controls, and on-prem deployment. See how we protect your data. (366 words) - [CoTracker3: Enhanced Point Tracking with Less Data](/content/blog/cotracker3-enhanced-point-tracking-with-less-data/index.html): CoTracker3: Enhanced Point Tracking with Less Data. Check out a new semi-supervised approach achieves state-of-the-art performance with a thousandfold reduction in real data requirements. (1,077 words) - [How Zefr works with half a billion data samples in FiftyOne to power brand safety operations](/content/customers/zefr/index.html): Learn how Zefr doubled the models shipped per quarter using FiftyOne's visual AI pipeline for brand safety. (1,237 words) - [Share your FiftyOne](/content/success-story/index.html): Using FiftyOne in production or research? Share your computer vision success story, showcase your company, and receive exclusive FiftyOne swag as a thank you. (192 words) - [Visual AI in Sports](/content/industries/sports/index.html): Build AI that delights fans and gives athletes a competitive edge. Learn how sports teams win with FiftyOne. (530 words) - [FiftyOneCuration](/content/curation/index.html): Curate high-quality datasets with Voxel51’s multimodal data tools. Try FiftyOne today to help you visualize, manage, and refine your data. (624 words) - [LightOnOCR-2: A Compact AI Model Revolutionizing Document OCR](/content/blog/lightoneocr-2-ai-model-revolutionizing-document-ocr.html): Discover LightOnOCR-2, a compact AI OCR model for document OCR. Extract text, tables, and scientific notation accurately for fast document management system OCR. (1,049 words) - [Databricks and Voxel51: Scaling Data-Centric Visual AI on the Data Intelligence Platform](/content/press/index.html): Get the latest Voxel51 news, press releases, and partner announcements. Read the latest updates. (368 words) - [Maximize model performance with FiftyOne](/content/sales/index.html): Chat with our team about your machine learning projects. Get practical insights and tips to help streamline your workflows. (402 words) - [Computer Vision for Agriculture](/content/industries/agriculture/index.html): Leading ml teams rely on FiftyOne to scale computer vision for agricutlure applications. From large fiels to granular plant imagery, learn more to get started. (470 words) - [Voxel51, Nebius, and NVIDIA Power Porsche's Synthetic AV Data Pipeline](/content/blog/powering-physical-ai-synthetic-data-generation-pipeline.html): Real-world data can't cover every edge case. See how Porsche Research closes the gap with a synthetic AV data pipeline built on Voxel51, NVIDIA, and Nebius (1,076 words) - [About Voxel51](/content/about/index.html): Voxel51 empowers hundreds of thousands of AI innovators to make visual AI a reality. Join the team shaping the future of computer vision. (411 words) - [50x Faster Data Curation: How the Global Leader in Healthcare Technology Leverages FiftyOne to Transform their Manufacturing Quality Control](/content/customers/fortune-global-500-healthcare-technology-company/index.html): Learn how a healthcare technology company transformed how they develop, evaluate, and deploy AI models for manufacturing defect detection and anomaly analysis. (1,020 words) - [Press blog posts](/content/blog/category/press/index.html): All posts in the null category (214 words) - [Seeing the 4th Dimension: D4RT and CVPR 2026's Best Paper, Explored in FiftyOne](/content/blog/d4rt-cvpr-2026-best-paper-4d-reconstruction/index.html): D4RT won CVPR 2026's best paper by replacing the 4D reconstruction pipeline with one query interface. See how it works, how it beats VGGT, and explore it in FiftyOne. (3,067 words) - [Voxel51 Careers](/content/careers/index.html): Our team thrives on intellectual curiosity, embraces bold challenges, and pushes the boundaries of what’s possible in computer vision and visual AI. (588 words) - [FiftyOneAnnotation](/content/annotation/index.html): Streamline your CV workflow with FiftyOne’s Auto Annotation Tool. Use auto-labeling and manual workflows to annotate 60-80% faster. (866 words) - [FiftyOne helps Taranis provide farmers with leaf-level insights for healthier crops and fields](/content/customers/taranis/index.html): Taranis uses FiftyOne to visualize & analyze computer vision datasets, evaluate models, & deliver cutting-edge AI technology for agriculture (272 words) - [IBAK inspects datasets and prediction results in minutes with FiftyOne](/content/customers/ibak/index.html): Learn how FiftyOne enabled IBAK to build clean training and validation datasets. (248 words) - [Secury360 uses FiftyOne to balance computer vision datasets & improve model performance](/content/customers/secury360/index.html): Secury360 uses FiftyOne to build a balanced computer vision dataset to train their surveillance model on & improve model performance (247 words) - [IBM streamlines the supply chain with FiftyOne](/content/customers/ibm/index.html): FiftyOne helps IBM visualize and validate annotations for a client’s warehouse inventory and shipping systems. (184 words) - [Fast Code AI relies on FiftyOne for managing its data lifecycle](/content/customers/fast-code-ai/index.html): Fast Code AI uses FiftyOne to validate their data labeler's work, so they can curate high quality datasets & improve model performance (310 words) - [Aquabyte optimizes fish farming operations with AI and FiftyOne](/content/customers/aquabyte/index.html): FiftyOne is a critical tool for supporting Auqabyte’s efforts in dataset EDA, data curation, model failure analysis, and more! (256 words) - [FiftyOne gives Updata a powerful and flexible framework for ML](/content/customers/updata/index.html): Updata uses FiftyOne as an essential component to efficiently sample and analyze the behavior and performance of their computer vision models. Learn more! (275 words) - [FiftyOneModel Evaluation](/content/evaluation/index.html): From aggregate performance metrics to sample-level diagnostics. FiftyOne allows you to diagnose failure modes preventing Visual AI from performing in production (302 words) - [RIF Robotics uses FiftyOne to enable robot-assisted surgery](/content/customers/rif-robotics/index.html): RIF Robotics uses FiftyOne daily to translate between different dataset formats and visualize their computer vision datasets (199 words) - [FiftyOne helps ADT leverage computer vision for security systems](/content/customers/adt-commercial/index.html): FiftyOne Teams helps ADT manage huge datasets, collaborate on model evaluation, and get to production faster (221 words) - [Kitro uses FiftyOne to train models to reduce food waste](/content/customers/kitro/index.html): FiftyOne is a key ingredient for Kitro in developing their ML models and curating datasets for training. (271 words) - [METU uses FiftyOne to conduct medical research on inflammatory bowel disease](/content/customers/metu/index.html): Learn how the Deep Learning & Computer Vision group at METU uses FiftyOne in research & to help doctors better interpret medical images (334 words) - [Cybersecurity research at the Indian Institute of IT & Management runs on FiftyOne](/content/customers/indian-institute-of-it-and-management/index.html): FiftyOne helps the Indian Institute of Information Technology & Management with a cybersecurity research project visualizing image data for an intrusion detection system (236 words) - [FiftyOne helps BinIt provide visibility, insights, and automation for efficient material recovery](/content/customers/binit/index.html): FiftyOne is the backbone of BinIt's data engine, helping them clean & relabel datasets, create training datasets, & build better models faster. (180 words) - [Aidence gives lung cancer patients a fighting chance using AI](/content/customers/aidence/index.html): Learn how Aidence uses FiftyOne to deliver AI-powered healthcare solutions that detect and diagnose lung cancer using CT scans (208 words) - [Ai.Fish revolutionizes fishery management with FiftyOne](/content/customers/ai-fish/index.html): FiftyOne is helping Ai.Fish bring computer vision & AI to the fishing industry for efficiency, sustainability, and marine conservation (210 words) - [llms-txt.html](/content/llms-txt.html) (15,715 words) ## Resources - [Full Page Index](/index.html): Browse all cached pages with rich metadata - [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines - [XML Sitemap](/sitemap.xml): Machine-readable sitemap for crawler discovery - [Robots.txt](/robots.txt): Crawler directives