Voxel51
Build and manage your computer vision datasets with Voxel51. Our platform helps you curate, label, and analyze your image and video data.
Tags:AI Development PlatformsIntroduction to Voxel51
Voxel51 is an AI software company based in Ann Arbor, Michigan, specializing in computer vision tools that streamline the development of visual AI applications. Their flagship product, FiftyOne, is an open-source toolkit designed to help developers, data scientists, and researchers explore, visualize, curate, and refine visual datasets and models. Founded in 2016 by Jason Corso and Brian Moore, Voxel51 aims to simplify and automate workflows for building production-ready visual AI systems. The company has raised a total of $45.4 million in funding over four rounds, with the latest being a Series B round in May 2024.
Key Features of Voxel51
- Advanced Video Analytics: Employs state-of-the-art machine learning models to analyze video content at scale, providing real-time insights.
- Real-Time Processing: Capable of processing and interpreting video data in real time, which is crucial for applications requiring immediate insights.
- Custom Model Training: Users can train custom models tailored to their specific needs, enhancing the tool’s versatility.
- Intuitive Dashboard: Features a user-friendly interface that allows users to easily navigate and manage video analytics projects.
- Dataset Management: Tools to organize, tag, and search large visual datasets for efficient data handling in AI projects.
- Model Evaluation: Enables users to assess and compare the performance of computer vision models on their datasets.
- Data Visualization: Offers interactive visualizations for exploring image, video, and 3D data alongside model predictions and metadata.
- Annotation Integration: Supports integration with annotation tools to streamline the labeling process.
- Brain Similarity Search: Find visually similar samples in large datasets using AI-powered search.
- Integrations: Connects with popular ML tools and datasets like COCO, Open Images, ActivityNet.
How to Use Voxel51
- Install FiftyOne: Install the open-source FiftyOne library using pip:
pip install fiftyone
- Import Your Dataset: Load your image or video dataset into a FiftyOne Dataset object using methods like Dataset.from_images_dir() or Dataset.from_videos_dir().
- Visualize Your Data: Launch the FiftyOne App to interactively explore and visualize your dataset:
fo.launch_app(dataset)
- Analyze and Filter: Use FiftyOne’s querying capabilities to analyze distributions and filter your dataset based on various criteria.
- Evaluate Models: Add model predictions to your dataset and use FiftyOne’s evaluation tools to assess model performance.
- Find Annotation Mistakes: Use the FiftyOne Brain to automatically identify potential errors in your ground truth labels.
- Curate Datasets: Leverage FiftyOne’s curation capabilities to select high-quality subsets of your data for training.
- Export Refined Data: Export your curated datasets in standard formats to use for model training.
Pricing
- Free Version: Available with limited features for individual users and small projects.
- Free Trial: A 14-day free trial is available for users to explore premium features.
- Enterprise Solutions: Custom pricing is available for enterprise-level needs, offering advanced features and support.
Frequently Asked Questions
- What is Voxel51? Voxel51 is an AI software company that provides open-source computer vision tools for machine learning, including the FiftyOne toolkit. They enable developers, scientists, and organizations to build high-quality datasets and computer vision models.
- What is FiftyOne? FiftyOne is an open-source toolkit developed by Voxel51 that helps users explore, visualize, curate, and refine visual datasets and models, streamlining the development of computer vision applications.
- Who are Voxel51’s target customers? Voxel51 serves various industries including automotive, healthcare, robotics, and security, among others. Their tools are designed for data scientists, machine learning engineers, and researchers working with visual data.
- Where is Voxel51 headquartered? Voxel51 is headquartered in Ann Arbor, Michigan, United States.
- How much funding has Voxel51 raised? Voxel51 has raised a total of $45.4 million in funding over four rounds, with the latest being a Series B round in May 2024.
- Who founded Voxel51? Voxel51 was founded by Jason Corso and Brian Moore in 2016.
- What are the key products offered by Voxel51? Voxel51’s key product is FiftyOne, an open-source toolkit for managing, visualizing, and improving visual datasets and AI models. They also offer FiftyOne Teams, an enterprise version with additional features.