Commercially available software platforms and their applicationsa
Software | Applications | Machine Learning Algorithm | Imaging Technique |
---|---|---|---|
Aidoc | ICH: identifies ICH, triage, and notification | DL | CT |
LVO: identifies LVO, triage, and notification | DL | CTA | |
CTP: orchestration of third-party perfusion results | Other | CTP | |
Avicenna.AI | CINA ICH: identifies ICH, triage, and notification | DL | CT |
CINA LVO: identifies LVO, triage, and notification | DL | CTA | |
CINA ASPECTS: ASPECTS scoring; provides heat map | DL | CT | |
Brainomix | e-Blood: identifies and quantifies ICH volume with mask overlay | DL | CT |
e-ASPECTS: identifies ASPECTS, voxelwise map of early ischemic change, and core infarct volume | Predominantly ML | CT | |
e-CTA: identifies and notifies LVO, collateral score, and collateral vessel attenuation; voxelwise map of collateral deficit | Combination of DL and traditional ML | CTA | |
e-ASPECTS HDVS: identifies and measures hyperattenuated vessel | DL | CT | |
e-Mismatch: identifies mismatch on CTP and MR imaging | Deconvolution | CTP, MR imaging, MRP | |
RapidAI | Rapid ICH: identifies and classifies ICH | DL | CT |
Rapid ASPECTS: identifies ASPECTS, measurement, and scoring | RF | CT | |
Rapid CTA: identifies and notifies LVO and collateral vessel attenuation | Other | CTA | |
Rapid CTP: identifies mismatch on CTP, collateral maps, and scoring | Other | CTP | |
Rapid MR: identifies mismatch on MR, collateral maps, and scoring | Other | MR imaging, MRP | |
Viz.ai | Viz ICH: identifies and triages ICH | DL | CT |
Viz LVO: identifies and triages LVO | DL | CTA | |
Viz CTP: automated perfusion color maps and calculations | DL | CTP |
Note:—HDVS indicates hyperattenuated vessel sign.
↵a Some, but not all, of these products have FDA, European, and/or worldwide regulatory clearance at the time of publication.