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Pretrained Models

COVIDNet Chest X-Ray Classification

Type Input Resolution COVID-19 Sensitivity Accuracy # Params (M) MACs (G) Model
ckpt 480x480 97.5 98.3 29.2 29.1 COVIDNet-CXR-3
ckpt 480x480 95.5 96.3 8.8 5.55 COVIDNet-CXR-2
ckpt 480x480 95.0 94.3 40.2 23.63 COVIDNet-CXR4-A
ckpt 480x480 93.0 93.7 11.7 7.50 COVIDNet-CXR4-B
ckpt 480x480 96.0 93.3 9.2 5.55 COVIDNet-CXR4-C
ckpt 480x480 94.0 93.3 40.2 23.63 COVIDNet-CXR3-A
ckpt 480x480 91.0 93.3 11.7 7.50 COVIDNet-CXR3-B
ckpt 480x480 95.0 92.3 9.2 5.55 COVIDNet-CXR3-C
ckpt 224x224 87.1 (on 31 test) 92.6 117.4 2.26 COVIDNet-CXR Small
ckpt 224x224 96.8 (on 31 test) 94.4 127.4 3.59 COVIDNet-CXR Large

COVIDNet Airspace Severity Grading for COVID-19 Patients

Type Input Resolution Accuracy # Params (M) MACs (G) Model
ckpt 480x480 92.7 8.8 5.55 COVIDNet-CXR-S

COVIDNet Lung Severity Scoring

Type Input Resolution Model
ckpt 480x480 COVIDNet-SEV-GEO
ckpt 480x480 COVIDNet-SEV-OPC
ckpt 480x480 COVIDNet-S-GEO
ckpt 480x480 COVIDNet-S-OPC