Encord vs CVAT
Create training data 6x faster, manage data operations more efficiently and accelerate model development. Try Encord for free today.
Feature | ![]() | |
---|---|---|
Infinite nesting of ontology classifications | ||
Built-in model debugging | ||
Native DICOM interface | ||
Simple transparent pricing | ||
Micro Model Annotation Automation | ||
Dedicated data engineer support |
Trusted by pioneering AI teams
![Stanford Medicine Logo](https://images.prismic.io/encord/1716e248-7485-43e9-9454-bb17670cd7d4_stanford-medicine-logo-vector.png?auto=compress,format)
![royal navy logo](https://images.prismic.io/encord/bbe742ba-2b6e-4f9a-894e-1110b46e0daa_logo_royal_navy.webp?auto=compress,format)
Unlocking data-centric AI
Encord's mission is to enable every company to unlock the power of AI. We enable world-leading computer vision teams to rapidly build and continuously improve their models.
The computer vision-first toolkit
Label any computer vision modality - all in one platform.
![Uses platform](/static/2687b59cd5c66c4efca2e4e0e8ec1cf3/627f5/uses-platform.png)
Image & video
Our fast and intuitive collaborative annotation tools enrich your data so that you can build cutting-edge AI applications. Encord automatically classifies, detects, segments, and tracks objects in image & video.
![Uses platform](/static/e3241c27cad9b5ab27a02855ab58eb7b/89b33/platform-dicom-cropped-right.png)
Medical imagery
Our medical image annotation tools allow you to annotate all common image modalities - including 3D such as CT, X-ray, and MRI. Encord supports coronal, sagittal, and axial views.
![Uses platform](/static/897266b0ccbb046860a884fd42ba8e09/89b33/platform-sar.png)
Synthetic-aperture radar
Easy handling of synthetic-aperture radar (SAR) in various modes for computer vision applications.
Harness the power of AI-assisted labeling
Micro-models: A novel approach to model-assisted labeling. Save time and improve label quality by reducing manual work and augment your experts with AI.
![Png feature model import](/static/1adbbbc68941b75fab6a2e1c1d60235a/ccf0b/feature-encord-model-import.png)
Active learning pipelines
Integrate micro-models into existing data pipelines with our APIs and SDK. Combine your production model and micro-models with ease.
![Downloading models](/static/0e868705bf16808e26256f00b92af4b8/6cc2c/download-models.png)
Download & deploy
Download micro-models for integration with downstream applications with the click of a button. Deployable in secure environments and on edge.
![Flower segmentation example](/static/0150a99951f7adbb20bf53347e98ed1e/b6e91/flower-segmentation.png)
Native automation
Augment your workforce with our novel micro-model technology, flexible labeling tools, and automation functions such as object tracking, interpolation, and auto-segmentation.
Automation to assess your data quality
Encord offers intelligent data evaluation features, ensuring that your labels are of the highest possible quality before they go into production.
![Quality prediction iou grid in program](/static/79074b4f092f6520811b36d030e0f046/22a12/quality-pred-iou-grid-in-program.png)
Predict label quality
Use our automated quality control features to ensure only the best ground truth is delivered to your models.
![Png feature model import](/static/1adbbbc68941b75fab6a2e1c1d60235a/ccf0b/feature-encord-model-import.png)
Model validation
Import model predictions through our APIs and SDK to find errors and biases in your model.
![Png review json](/static/c372865740ad7c09b232c094d1032bb4/3c499/review-json.png)
Expert review
Encord supports purpose-built workflows for domain experts to guarantee quality control & compliance.
The operating system for your training data
Centralise all of your label & data operations in one scalable platform.
![Cloud bucket integration](/static/86a1a5ed4909c8192a47fc5a5865ec33/c45ef/bucket-integration.png)
Customise data pipelines
Our APIs & SDK allow for easy building of workflow scripts to converge quickly into successful data strategies. Set up complex pipelines and integrations within minutes.
![Feature labeling algorithm](/static/661ceeacb77bfa5881308d8fe4e37353/199ff/feature-labeling-algo.png)
Modular automation
Compose labeling strategies with image clustering, classical computer vision algorithms, and state of the art deep learning techniques.
![Branch project](/static/5e5cca739bc522c37afa2a7c6a9a6c9b/93441/branch-project.png)
Version your labels
Our labelset management capabilities allow you to experiment fluidly with versioned data and labels.