Voxel51

Overview

Voxel51 provides tools and platforms designed to help computer vision teams manage, analyze, and curate their unstructured data more effectively. Their core offering is FiftyOne, an open-source tool that allows users to visualize, explore, and understand their datasets and models directly within a web-based interface.

Voxel51 addresses critical challenges in computer vision development, such as identifying annotation errors, dataset biases, and model performance issues. By providing powerful querying, visualization, and data curation capabilities, it enables users to quickly find and fix issues in their data, leading to faster iteration cycles and improved model accuracy. The Voxel51 Platform extends the open-source FiftyOne with enterprise-grade features like scalability, collaboration tools, and enhanced security for teams working with large or sensitive datasets.

Key Features

• Interactive visualization and exploration of computer vision datasets (images, videos, 3D)
• Powerful querying and filtering of data based on labels, metadata, and model predictions
• Identification of annotation errors and dataset biases
• Analysis and comparison of model predictions and performance
• Dataset curation workflows for sampling, splitting, and cleaning data
• Integration with popular machine learning frameworks (PyTorch, TensorFlow, etc.)
• Support for various computer vision tasks (detection, segmentation, classification, etc.)
• Open-source FiftyOne library for local use and extensibility
• Scalable platform for large datasets and collaborative teams (Voxel51 Platform)

Supported Platforms

• Web Browser
• API Access (Python Library)
• Linux App
• macOS App
• Windows App

Integrations

• PyTorch
• TensorFlow
• Detectron2
• OpenVINO
• YOLO
• Various other computer vision models and frameworks