Pretrained Models
October 19, 2021 ยท View on GitHub
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 |