Harness radiology teams for precise data annotation

Acquiring accurate and consistent annotations of medical imagery demands more than following an annotation protocol. It demands a dedicated team of radiologists that you know and trust, who you can connect and collaborate with, who adapt to the requirements of annotation for AI

-Your handpicked team of radiologists
-We commit to annotation quality
-Save time as we manage the team and deliveries flawlessly
-Choose your annotation tool, we train the team

Your team, your tasks

Your dedicated team of radiologists proficiently handles both basic and complex classification and segmentation tasks, including the challenging 3D, voxel-precise segmentation of MRIs, CT Scans and X-rays. They are ready to work shoulder-to-shoulder with you from the R&D stage all the way up to FDA Clearance.

Lung

Brain

Liver

Vascular

Cardiac

MSK

Other

LUNG

Our robust segmentation capabilities encompass a comprehensive range of 18 lesion types, from pulmonary nodules, emphysema, ground glass opacity, to irregular reticulation, and interlobular septal thickening. The annotation protocols meticulously define the minimum size criteria for regions of interest and optimize segmentation accuracy even in the face of challenging diffuse lesions, ensuring unparalleled accuracy and consistency in your medical imaging analysis.

lung_seg

BRAIN

Redefine your medical imaging analysis with voxel-perfect segmentation of infarcts, hemorrhages, and tumors across diverse sequences, guided by intricate annotation protocols that deliver exacting details on lesion type, volume, and precise anatomical positioning. Elevate your analysis by incorporating additional regions of interest such as aneurysms, fractures, cysts, and atrophy, ensuring a comprehensive and detailed examination of complex medical images.

brain_seg

LIVER

Our involvement in liver segmentation propels both diagnostic radiology (hepatocellular carcinoma, non-alcoholic steatohepatitis…) and interventional radiology endeavors, including percutaneous tumor ablation. Delve into the intricacies of liver interfaces, such as the parenchyma areas and portal vein territories. Navigate through challenges posed by the presence of fat or liver fibrosis with targeted discussions to ensure precise segmentation, even in the most complex cases.

liver_seg

VASCULAR

Our agnostic vessel segmentation services span diverse anatomical regions including Head & Neck, Thorax, Abdomen and Lower Limbs, alongside specialized projects that spotlight critical areas like the aorta, complete with precise diameter measurements essential for aortic aneurysm evaluation. The intricate 3D voxel-perfect segmentation of the CT-Scans can be underpinned by automated pre-segmentation techniques that are validated and refined by your expert team of radiologists.

vascular_seg

CARDIAC

The AI analysis of coronary CT angiograms revolutionizes stenosis detection, requiring the segmentation of the heart and major vessels. Significant projects generate a 3D digital twin of the heart. To achieve this, precise segmentation of key areas like the left ventricle endocardium, epicardium, and right ventricle endocardium is crucial. Annotation at end systole and end diastole is essential, including the identification of critical regions such as the left & right ventricle apex and the valves (aortic, mitral, pulmonary, tricuspid).

cardiac_seg

MSK

Step into the forefront of musculoskeletal annotation where accuracy meets speed using landmark positioning and bounding boxes. Our radiology teams seamlessly navigate through tasks from spinal alignment analysis, including Cobb angle measurements, to bone and cartilage segmentation, and rib fracture detection. Unveil a comprehensive characterization of the fractures as our experts analyze bone displacement, and evaluate healing stages, scrutinizing granulation, resorption, and callus structure.

bone_seg(msk)

OTHER

Unleash the power of your radiology team with our expertise in classification and segmentation tasks across other regions of interest, such as the spleen, kidneys and breast. Our radiologists and technologists also work on other modalities like PET-Scans and Ultrasound, enhancing AI & Medtech applications. Our meticulously designed annotation workflows encompass series selection, consensus readings, quality control, intra-observer tests, and the refinement of pre-segmented DICOM and NIfTI files.

shutterstock_762457357

Lung

LUNG

Our robust segmentation capabilities encompass a comprehensive range of 18 lesion types, from pulmonary nodules, emphysema, ground glass opacity, to irregular reticulation, and interlobular septal thickening. The annotation protocols meticulously define the minimum size criteria for regions of interest and optimize segmentation accuracy even in the face of challenging diffuse lesions, ensuring unparalleled accuracy and consistency in your medical imaging analysis.

Brain

BRAIN

Redefine your medical imaging analysis with voxel-perfect segmentation of infarcts, hemorrhages, and tumors across diverse sequences, guided by intricate annotation protocols that deliver exacting details on lesion type, volume, and precise anatomical positioning. Elevate your analysis by incorporating additional regions of interest such as aneurysms, fractures, cysts, and atrophy, ensuring a comprehensive and detailed examination of complex medical images.

Liver

LIVER

Our involvement in liver segmentation propels both diagnostic radiology (hepatocellular carcinoma, non-alcoholic steatohepatitis…) and interventional radiology endeavors, including percutaneous tumor ablation. Delve into the intricacies of liver interfaces, such as the parenchyma areas and portal vein territories. Navigate through challenges posed by the presence of fat or liver fibrosis with targeted discussions to ensure precise segmentation, even in the most complex cases.

Vascular

VASCULAR

Our agnostic vessel segmentation services span diverse anatomical regions including Head & Neck, Thorax, Abdomen and Lower Limbs, alongside specialized projects that spotlight critical areas like the aorta, complete with precise diameter measurements essential for aortic aneurysm evaluation. The intricate 3D voxel-perfect segmentation of the CT-Scans can be underpinned by automated pre-segmentation techniques that are validated and refined by your expert team of radiologists.

Cardiac

CARDIAC

The AI analysis of coronary CT angiograms revolutionizes stenosis detection, requiring the segmentation of the heart and major vessels. Significant projects generate a 3D digital twin of the heart. To achieve this, precise segmentation of key areas like the left ventricle endocardium, epicardium, and right ventricle endocardium is crucial. Annotation at end systole and end diastole is essential, including the identification of critical regions such as the left & right ventricle apex and the valves (aortic, mitral, pulmonary, tricuspid).

MSK

MSK

Step into the forefront of musculoskeletal annotation where accuracy meets speed using landmark positioning and bounding boxes. Our radiology teams seamlessly navigate through tasks from spinal alignment analysis, including Cobb angle measurements, to bone and cartilage segmentation, and rib fracture detection. Unveil a comprehensive characterization of the fractures as our experts analyze bone displacement, and evaluate healing stages, scrutinizing granulation, resorption, and callus structure.

Other

OTHER

Unleash the power of your radiology team with our expertise in classification and segmentation tasks across other regions of interest, such as the spleen, kidneys and breast. Our radiologists and technologists also work on other modalities like PET-Scans and Ultrasound, enhancing AI & Medtech applications. Our meticulously designed annotation workflows encompass series selection, consensus readings, quality control, intra-observer tests, and the refinement of pre-segmented DICOM and NIfTI files.

50%
savings vs internal capacity
100
radiologists and technologists
98%
retention of our teams in the long run
5
medical data collection partners
7
DICOM & NIfTI annotation tools 
(or yours)
Certified
ISO9001      ISO27001

Trust built on transparency: Our methodology

Take the leap without taking any risks with our 4-step methodology for launching your team of radiologists. We will handpick a team of exceptional radiologists for you, and you will only move forward with the collaboration once you are completely satisfied with your team and the quality of their annotations.

Step 1: Discovery

Step 2: Pilot

Step 3:Production

Step 4: Scaling

Discovery

Rely on the expertise of our project managers and lead radiologists to meticulously analyze your annotation protocol. We go the extra mile to grasp your expectations completely before presenting a comprehensive plan that covers all aspects: radiologist profiles, annotation workflow, segmentation tool, communication channels and training plan.

Pilot

Experience the real deal with a pilot project, where a sample of your data is annotated by our radiologists. The radiologists involved in the pilot will be the ones to join your team, so you can witness their outstanding performance in real life before making any commitments.

Production

Frequently upload fresh DICOM or NIfTI files to feed the annotation backlog while your team of radiologists performs the annotations on the tool of your choice. With 98% retention of our radiologists, we guarantee a stable team that escalates its expertise and seamlessly adjusts to your evolving needs. Keep control over the annotation tasks, while we handle the team and the deliveries.

Scaling

Elevate your annotation capacity by integrating new radiologists into the team, while also enhancing their skills with advanced training to tackle more intricate annotation tasks. We drive continuous growth and achievement by fostering a dynamic and progressive environment tailored to maximize performance and proficiency.

Step 1: Discovery

Discovery

Rely on the expertise of our project managers and lead radiologists to meticulously analyze your annotation protocol. We go the extra mile to grasp your expectations completely before presenting a comprehensive plan that covers all aspects: radiologist profiles, annotation workflow, segmentation tool, communication channels and training plan.

Step 2: Pilot

Pilot

Experience the real deal with a pilot project, where a sample of your data is annotated by our radiologists. The radiologists involved in the pilot will be the ones to join your team, so you can witness their outstanding performance in real life before making any commitments.

Step 3:Production

Production

Frequently upload fresh DICOM or NIfTI files to feed the annotation backlog while your team of radiologists performs the annotations on the tool of your choice. With 98% retention of our radiologists, we guarantee a stable team that escalates its expertise and seamlessly adjusts to your evolving needs. Keep control over the annotation tasks, while we handle the team and the deliveries.

Step 4: Scaling

Scaling

Elevate your annotation capacity by integrating new radiologists into the team, while also enhancing their skills with advanced training to tackle more intricate annotation tasks. We drive continuous growth and achievement by fostering a dynamic and progressive environment tailored to maximize performance and proficiency.

« We have successfully partnered with Ingedata on multiple projects covering hundreds of CT scans. By setting up a team of radiologists with project managers in the long run, we have achieved very high quality and swift execution of the projects. This setup builds trust and alleviates a lot of the burden during training and ramp up, with constant feedback helping to improve the annotation set up. We have obtained consistent and clean results both in complex protocols and precise segmentations. »

BENJAMIN RENOUST DATA AND KNOWLEDGE COORDINATION MANAGER @MEDIAN TECHNOLOGIES