The Next Generation of AI in Gastroenterology
The Next Generation of AI in Gastroenterology
Full stack AI development platform powered by endoscopy data
Full stack AI development platform powered by endoscopy data
Full stack AI development platform powered by endoscopy data
EndoML enables researchers at health systems, pharma, CRO, and med device companies to build precision medicine models.
EndoML enables researchers at health systems, pharma, CRO, and med device companies to build precision medicine models.
The EndoML Value
The EndoML Value
What can EndoML do for you?
What can EndoML do for you?
Develop and Deploy AI Models for Endoscopy
Develop and Deploy AI Models for Endoscopy
Researchers of varying skill levels can go directly from data to trained model, ready for deployment.
Researchers of varying skill levels can go directly from data to trained model, ready for deployment.
Discover Predictive Biomarkers
Discover Predictive Biomarkers
EndoDINO provides powerful features that can unlock novel insights from your clinical trial data.
EndoDINO provides powerful features that can unlock novel insights from your clinical trial data.
Secure & Compliant
Secure & Compliant
Built with security at its core, EndoML is both HIPAA and SOC 2 compliant, deployed securely within your cloud environment.
Built with security at its core, EndoML is both HIPAA and SOC 2 compliant, deployed securely within your cloud environment.
Powered by EndoDINO
Powered by EndoDINO
The new gold standard backbone model for AI development in endoscopy.
The new gold standard backbone model for AI development in endoscopy.
EndoDINO:
A New Standard in AI for GI
EndoDINO:
A New Standard in AI for GI
EndoDINO is an AI foundation model for GI endoscopy, trained on Virgo's industry-leading dataset. The model achieves SOTA performance in a variety of GI endoscopy benchmarks and generalizes well to new data. EndoDINO offers unmatched performance and accelerates research and development.
EndoDINO is an AI foundation model for GI endoscopy, trained on Virgo's industry-leading dataset. The model achieves SOTA performance in a variety of GI endoscopy benchmarks and generalizes well to new data. EndoDINO offers unmatched performance and accelerates research and development.
Key Differences from Etro-FM & Endo-FM
Key Differences from
Etro-FM & Endo-FM
Etro-FM
5,145
Endo-FM
33,000
Endo-FM
33,000
EndoDINO (ours)
130,037 (<10% of available)
Etro-FM
Initial Videos
Endo-FM
Etro-FM
Removal of low quality
EndoDINO
(ours)
Frame Curation
Initial Videos
Endo-FM
Varying frame rates
5,145
EndoDINOv1 (ours)
Hierarchical K-means clustering
33,000
Etro-FM
525,711
130,037
Frames Used
Frame Curation
Endo-FM
5,024,101
Removal of low quality
EndoDINOv1 (ours)
10,000,000
Varying frame rates
Etro-FM
DINOv1
Hierarchical K-means clustering
Training Architecture
Frames Used
Endo-FM
Spatial-temporal
525,711
EndoDINOv1 (ours)
DINOv2
5,024,101
10,000,000
Training Architecture
DINOv1
Spatial-temporal
DINOv2
Features
Features
Object Detection and Segmentation
Object Detection and Segmentation
EndoML supports the development of object detection and segmentation models. Rapidly annotate your data and train video segmentation models. EndoDINO provides powerful features for all sorts of anatomy and pathology, ranging from polyps to ampullae, and everything in between.
EndoML supports the development of object detection and segmentation models. Rapidly annotate your data and train video segmentation models. EndoDINO provides powerful features for all sorts of anatomy and pathology, ranging from polyps to ampullae, and everything in between.
EndoML supports the development of object detection and segmentation models. Rapidly annotate your data and train video segmentation models. EndoDINO provides powerful features for all sorts of anatomy and pathology, ranging from polyps to ampullae, and everything in between.
Natural Language Video Analysis
Natural Language Video Analysis
Analyze your endoscopy videos with the power of natural language. This enables users of all skill levels to unlock valuable insights seamlessly. Researchers, clinicians, and pharmaceutical teams can securely upload datasets and use the chat interface to ask complex questions.
Analyze your endoscopy videos with the power of natural language. This enables users of all skill levels to unlock valuable insights seamlessly. Researchers, clinicians, and pharmaceutical teams can securely upload datasets and use the chat interface to ask complex questions.
Insightful Visualizations
Insightful Visualizations
Interactive tools like T-SNE and Sankey diagrams provide clear, data-driven visualizations. These tools help users uncover patterns and insights to better understand and utilize endoscopy data with the ability to visualize insights in different ways based on the unique features extracted by EndoDINO.
Interactive tools like T-SNE and Sankey diagrams provide clear, data-driven visualizations. These tools help users uncover patterns and insights to better understand and utilize endoscopy data with the ability to visualize insights in different ways based on the unique features extracted by EndoDINO.
API Access for Power Users
API Access for Power Users
Our dynamic API access ensures seamless integration with existing systems. Featuring “Beast Mode” for power users, EndoML empowers developers with customizable tools to unlock the full potential of their data.
Our dynamic API access ensures seamless integration with existing systems. Featuring “Beast Mode” for power users, EndoML empowers developers with customizable tools to unlock the full potential of their data.
Data Exchange
Data Exchange
EndoML's Data Exchange feature allows companies to license anonymized, high-quality endoscopic video datasets to train their own AI models. This unlocks opportunities for researchers and pharmaceutical companies to enhance their machine learning capabilities with real-world data.
EndoML's Data Exchange feature allows companies to license anonymized, high-quality endoscopic video datasets to train their own AI models. This unlocks opportunities for researchers and pharmaceutical companies to enhance their machine learning capabilities with real-world data.
How it Works
How it Works
Our foundational model is powered by EndoDino, the most powerful model specifically trained on endoscopic videos.
Our foundational model is powered by EndoDino, the most powerful model specifically trained on endoscopic videos.
Securely upload your endoscopy videos to the EndoML platform.
EndoDINO analyzes the videos and provides immediate insights.
Access advanced tools to run experiments and fine-tune models.
Deploy models for research and clinical care.
Ready to Transform Your Research?
Ready to Transform Your Research?
Discover how EndoML can revolutionize your approach to gastroenterology AI. Contact us today or schedule a demo to see the power of EndoDINO in action!
The Next Generation of AI in Gastroenterology
The Next Generation of AI in Gastroenterology
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