CVAT vs Encord
Level up your AI data curation & labeling
Join the teams leaving CVAT behind to switch to Encord’s end-to-end data curation and annotation platform. Efficiently create high quality training data to improve AI model performance at scale without compromising speed or security.
Supporting your annotation needs
Efficiently label any computer vision modality across image, video, DICOM, or geospatial data and choose from a variety of tools to meet your annotation needs.
Object tracking
Multi-view annotation
Related objects
Rotatable bounding boxes
Semantic segmentation
Audio
Panoptic segmentation
Optical character recognition
LIGHTNING FAST
Get labeled training data 10x faster
Label multimodal data – image, video, audio, document, text and DICOM files – all on one platform.
Seamless collaboration
Create fully customized, automated ML pipelines to improve the efficiency and quality of your annotation workforce.
Master complexity with ontologies
Create multiple nested classifications with advanced labeling ontologies to establish a more accurate Ground Truth.
Frame synchronization with object tracking
Achieve consistent annotations through object tracking to ensure continunity from frame to frame amidst movement, directional changes and shifts in background.
Model-assisted labeling with SAM 2
Integrate SOTA models or your own models directly into your video annotation workflow to automate pre-labeling.
Automatically pre-label data with Agents
Integrate SOTA models such as GPT4o, Gemini Pro 1.5 and more into data workflows to automate and accelerate document annotation processes.
Manage, curate, annotate and evaluate your data on one platform
Unify multiple data management tools to one platform for more efficient data development workflows driving improved AI model performance at lower cost.
Manage & Curate
Annotate & Review
Evaluate & Monitor
Testimonial
Supporting leading AI teams
We now have an integrated, one-stop solution where we can manage our data and also understand our model performance to create feedback mechanisms to improve data and models.
Encord’s DICOM annotation tool captures the shape of the pathology, interpolating the label on the slices the annotators skipped. In a case with 100 slices, annotators only have to label about 30 images.
Encord made it very easy to centrally keep track of annotations, including who had made them and who had reviewed them. It also has this great interpolation tool which was especially useful.
It’s always about balancing speed and quality. A lot of platforms prioritize speed over quality or quality over speed. Encord speeds up annotation while still allowing for strong quality control.
Encord’s robust support system has been remarkable. Whenever questions or issues come up, they are always supportive and helpful. This ensures that our workflows remain uninterrupted.
We went through a bunch of vendors and one of the things that stood out about Encord was the video first support, which other vendors do not have.
Getting started with Encord and integrating it into our workflow was really fast. The thing that I find the most valuable is the flexibility of how we can integrate the Encord pipeline into our own pipeline.
Encord Index is a high-performance system for our AI data, enabling us to sort and search at any level of complexity.
Before using Encord, it was challenging to see all the data, projects, and annotations in one place. Now, with Encord I feel like we have a much clearer understanding of everything that's happening.
We now have an integrated, one-stop solution where we can manage our data and also understand our model performance to create feedback mechanisms to improve data and models.
Encord’s DICOM annotation tool captures the shape of the pathology, interpolating the label on the slices the annotators skipped. In a case with 100 slices, annotators only have to label about 30 images.
Encord made it very easy to centrally keep track of annotations, including who had made them and who had reviewed them. It also has this great interpolation tool which was especially useful.
It’s always about balancing speed and quality. A lot of platforms prioritize speed over quality or quality over speed. Encord speeds up annotation while still allowing for strong quality control.
Encord’s robust support system has been remarkable. Whenever questions or issues come up, they are always supportive and helpful. This ensures that our workflows remain uninterrupted.
We went through a bunch of vendors and one of the things that stood out about Encord was the video first support, which other vendors do not have.
Getting started with Encord and integrating it into our workflow was really fast. The thing that I find the most valuable is the flexibility of how we can integrate the Encord pipeline into our own pipeline.
Encord Index is a high-performance system for our AI data, enabling us to sort and search at any level of complexity.
Before using Encord, it was challenging to see all the data, projects, and annotations in one place. Now, with Encord I feel like we have a much clearer understanding of everything that's happening.
Integration
Integrate seamlessly
Connect your secure cloud storage, MLOps tools, and much more with dedicated integrations that slot seamlessly into your workflows.
Security
Built with security in mind
Encord is SOC2, HIPAA, and GDPR compliant with robust security and encryption standards.
API/SDK
Developer-friendly for easy access
Leverage our API/SDK to programatically access projects, datasets & labels within the platform via API.
Forget fragmented workflows, annotation tools, and Notebooks for building AI applications. Encord's Data Development platform accelerates every step of taking your model into production.
