A cross-section of projects our teams have delivered.
Each project below reflects a real workflow: modality, task type and platform. Client names and confidential details are intentionally left out.
Aortic lumen segmentation on CT angiography
Multi-step segmentation of the aortic lumen and true / false lumens on CTA studies, delivered through a cloud annotation platform.
Read use case3D oncology lesion segmentation across follow-up studies
Tracking and 3D segmenting the same tumor lesions across multiple time points using a prompt-based AI-assisted annotation tool.
Read use caseLesion annotation on Digital Breast Tomosynthesis
Lesion segmentation and BI-RADS classification across large volumes of 3D DBT, 2D tomosynthesis and 2D mammography images.
Read use caseAbdominal organ segmentation on ultrasound
Pixel-level segmentation of abdominal organs on ultrasound frames and video clips using an open-source annotation tool.
Read use caseLung nodule detection and segmentation on chest CT
Detection and segmentation of pulmonary nodules on standard chest CT studies to power a CE-marked CAD module.
Read use caseMulti-vessel segmentation on CT angiography
Per-vessel labeled segmentation of supra-aortic trunks, aorta and lower-limb arteries on CTA studies.
Read use case3D dental bone segmentation on CBCT
Correction and refinement of alveolar and maxillary bone segmentations on Cone-Beam CT scans of the jaw.
Read use caseRECIST 1.1 lesion labeling for a CT reading workflow
AI-assisted lesion segmentation, classification and anatomical labeling on CT following the client's RECIST-based protocol.
Read use caseIntracranial hemorrhage annotation on head CT
Bounding-box annotation and characterization of intracranial hemorrhages on non-contrast head CT, with AI-assisted review.
Read use caseFracture characterization on limb X-ray
Bounding-box annotation of fractures on multi-view X-ray series with type and healing status attributes, on a cloud annotation platform.
Read use casePixel-level annotation of brain MRI across pathologies
Multi-sequence segmentation of infarcts, hemorrhages, tumors and infections on brain MRI following a detailed radiological protocol.
Read use caseInterstitial lung disease pattern segmentation on HRCT
Standardized segmentation of interstitial patterns (reticulation, honeycombing, ground-glass, consolidation, emphysema, cysts) on high-resolution chest CT.
Read use caseBreast, thorax and chest-muscle segmentation on breast MRI
Three-label 3D segmentation (breast, chest muscles, thorax) on T1 breast MRI with correction of a pre-existing algorithm.
Read use caseBrain extraction and CSF segmentation on T1 MRI
Three-label segmentation (parenchyma, ventricles, internal CSF) on T1 brain MRI across axial, sagittal and coronal series.
Read use caseAortic dissection lumen segmentation on CTA
Slice-by-slice segmentation of true lumen, false lumen and partial thrombosis / hematoma on aortic dissection CTA studies.
Read use caseSite management support for imaging CRO clinical trials
Dedicated project coordinators / site managers supporting imaging CRO squads on investigator site setup, monitoring and document control.
Read use caseNeuro MRI annotation with post-op workflow and QC iteration
Annotation of brain MRI following an iterating protocol, including post-operative site handling, radiology-report QC and granular artifact classification.
Read use caseBrain-arteries segmentation on CTA, MR-TOF and CE-T1
Per-artery segmentation of the cerebrovascular tree on CTA, MR-TOF and CE-T1 to train a vascular segmentation model for a mechanical thrombectomy micro-robot.
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