ITK-SNAP vs ENCORD
Supercharge medical AI development with enterprise-grade data labeling & curation platform
Your AI team has outgrown basic medical imaging annotation needs? Join leading healthcare AI teams leaving ITK-Snap and switch to Encord’s data curation and annotation platform built for security, speed and scale.
Pixel-perfect annotation for advanced medical diagnosis at scale
Experience an advanced, lightning-fast label editor with powerful automation capabilities to accelerate and scale your annotation workflows.
Precise Bitmask Segmentation
Create precise segmentation labels and speed up annotation workflow with fully automated segmentation features including SAM 2 integration, interpolation, brush-based selection, thresholding, and overlap controls for detailed region annotation.
Native 3D Visualization
Streamline medical imaging workflows with 3D annotations for enhanced accuracy and multi-plane views for comprehensive annotation.
Infinite Nested Ontologies
Create multiple nested classifications with advanced labeling ontologies to establish more accurate Ground Truth.
Models-In-The-Loop
Leverage SOTA models like MedSAM or bring your own to automate and create training data faster.
Hanging Protocols
Customize workspace with pre-built and customizable layouts to meet your annotation requirements.
Study-level Support & Classifications
Automatically identify series belonging to the same study using metadata and apply study-level classifications for easy data organization.
Accurate Annotation with Consensus
Compare annotations and establish accepted thresholds to approve or reject labels.
Multimodal Annotation Interface
Label and analyze DICOM files and PDF reports in one interface.
LIGHTNING FAST
Get labeled training data 10x faster
Supercharge data curation and labeling process with seamless data transfer & centralization, advanced QC & QA workflows across teams, and customizable agents.
Transfer and unify datasets in minutes
Upload and centralize large DICOM datasets of up to 500,000 images and 5 million labels per project through integration with cloud storage platforms (e.g. AWS, Google Cloud, Azure, Open Telekom Cloud OSS) using Encord SDK or intuitive user interface.
Collaborate across teams
Build advanced clinical QC and QA workflows to collaborate across teams and increase annotation workforce productivity.
Customize workflows with Agents
Leverage SOTA models such as GPT4o, Gemini Pro 1.5 or bring our own agents to automate data curation and labeling processes.
Explore Agentssecurity-first
Enterprise-grade security as standard
Your data is important to us. That’s why we deploy enterprise-grade security measures to ensure you retain total control of your data.
Complete AI Data Platform
Curate, annotate and evaluate your data and model 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.
Annotate & Review
Manage & Curate
Evaluate & Monitor
Testimonial
What our clients say
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.
