Hive Data vs. Scale Data Engine Comparison


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About Create training datasets for computer vision models with our fully managed solution. We believe that data labeling is the most important factor in building effective deep learning models. We are committed to being the field's leading data labeling platform and helping companies take full advantage of AI's capabilities. Organize your media with discrete categories. Identify items of interest with one or many bounding boxes. Like bounding boxes, but with additional precision. Annotate objects with accurate width, depth, and height. Classify each pixel of an image. Mark individual points in an image. Annotate straight lines in an image. Measure, yaw, pitch, and roll of an item of interest. Annotate timestamps in video and audio content. Annotate freeform lines in an image.	About Scale Data Engine helps ML teams build better datasets. Bring together your data, ground truth, and model predictions to effortlessly fix model failures and data quality issues. Optimize your labeling spend by identifying class imbalance, errors, and edge cases in your data with Scale Data Engine. Significantly improve model performance by uncovering and fixing model failures. Find and label high-value data by curating unlabeled data with active learning and edge case mining. Curate the best datasets by collaborating with ML engineers, labelers, and data ops on the same platform. Easily visualize and explore your data to quickly find edge cases that need labeling. Check how well your models are performing and always ship the best one. Easily view your data, metadata, and aggregate statistics with rich overlays, using our powerful UI. Scale Data Engine supports visualization of images, videos, and lidar scenes, overlaid with all associated labels, predictions, and metadata.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Organizations interested in a comprehensive data labeling platform	Audience Developers seeking a solution providing better ML models through data exploration, curation and quality assurance
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $25 per 1,000 annotations Free Version Not Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Supported In Person Not Supported
Company Information Hive Founded: 2013 United States thehive.ai/data-labeling	Company Information Scale AI Founded: 2016 United States scale.com/data-engine
Alternatives Alegion	Alternatives Surge AI
BasicAI	Rabbitt.AI
Clarifai	OORT DataHub
V7 Darwin V7	Shaip
Supervisely View All	Innodata View All
Categories AI Vision Models Supported Computer Vision Supported Data Annotation Supported Data Labeling Supported Image Annotation Supported Image Recognition Supported Video Annotation Supported	Categories AI Training Data Providers Supported Data Annotation Supported Data Labeling Supported LiDAR Supported Machine Learning Supported RLHF Supported
Data Labeling Features Human-in-the-loop Not Supported Labeling Automation Supported Labeling Quality Supported Performance Tracking Not Supported Polygon, Rectangle, Line, Point Not Supported SDK Supported Supports Audio Files Supported Task Management Not Supported Team Collaboration Supported Training Data Management Not Supported Show More Features Computer Vision Features Blob Detection & Analysis Supported Building Tools Supported Image Processing Supported Multiple Image Type Support Supported Reporting / Analytics Integration Supported Smart Camera Integration Supported
Integrations Apache Atlas Supported Hive AutoML Supported Quickwork Supported Style Intelligence Supported Taxi for Email Supported Toad Intelligence Central Supported Wyn Enterprise Supported bipp Supported View All 8 Integrations	Integrations Apache Atlas Not Supported Hive AutoML Not Supported Quickwork Not Supported Style Intelligence Not Supported Taxi for Email Not Supported Toad Intelligence Central Not Supported Wyn Enterprise Not Supported bipp Not Supported
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