Lesion Detection on DeepLesion (test)
85.29Sensitivity @ 1.0 FPsMP3D FPN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MP3D FPNNumber of slices=9, Backbone=ResNet-50 FPN2020.12 | 85.29 | 79.6 | 89.61 | — | 92.45 | 76.87 | — | |
| MR3D FPNNumber of slices=92020.12 | 84.84 | 79.09 | 89.18 | — | 92.06 | 76.57 | — | |
| DSA-ULD* + SSLNumber of Slices=3, Number of HU Windows=52022.03 | 84.51 | 78.3 | 88.99 | — | 92.4 | — | 86.05 | |
| D2-ULD + SSLNumber of Slices=3, Number of HU Windows=52022.03 | 84.31 | 76.07 | 89.44 | — | 92.94 | — | 85.69 | |
| DSA-ULD*Number of Slices=3, Number of HU Windows=52022.03 | 84.06 | 77.38 | 89.28 | — | 92.44 | — | 85.79 | |
| D2-ULD (custom anchors)Number of Slices=3, Number of HU Windows=52022.03 | 83.88 | 75.09 | 89.28 | — | 92.83 | — | 85.27 | |
| MULANNumber of slices=92020.12 | 83.69 | 76.12 | 88.76 | — | 92.3 | — | — | |
| MULAN (w/ tags)Number of Slices=27, Number of HU Windows=12022.03 | 83.69 | 76.12 | 88.76 | — | 92.3 | — | 85.22 | |
| FPN + 3DCENumber of slices=27, Backbone=ResNet-50 FPN, Note=re-implementation2020.12 | 82.89 | 74.67 | 88.17 | — | 91.62 | 70.82 | — | |
| MULAN (w/o tags)Number of Slices=27, Number of HU Windows=12022.03 | 82.5 | 76.1 | 87.5 | — | 90.9 | — | 84.33 | |
| FPN + 3DCENumber of slices=9, Backbone=ResNet-50 FPN, Note=re-implementation2020.12 | 82 | 74.06 | 87.58 | — | 91.56 | 70.28 | — | |
| MVP-NetBackbone=FPN (ResNet-50), Number of slices=92019.09 | 81.82 | 73.83 | 87.6 | 89.57 | 91.3 | — | — | |
| MVP-NetNumber of slices=92020.12 | 81.82 | 73.83 | 87.6 | — | 91.3 | — | — | |
| MVP NetNumber of Slices=9, Number of HU Windows=32022.03 | 81.82 | 73.83 | 87.6 | — | 91.3 | — | 83.64 | |
| RetinaNetNumber of slices=32020.12 | 80.07 | 72.15 | 86.4 | — | 90.77 | — | — | |
| Improved RetinaNetNumber of Slices=3, Number of HU Windows=12022.03 | 80.07 | 72.18 | 86.4 | — | 90.77 | — | 82.36 | |
| MVP-NetBackbone=FPN (ResNet-50), Number of slices=32019.09 | 78.77 | 70.01 | 84.71 | 87.58 | 89.03 | — | — | |
| FPN + 3DCENumber of slices=3, Backbone=ResNet-50 FPN, Note=re-implementation2020.12 | 77.59 | 68.52 | 83.91 | — | 88.33 | 64.41 | — | |
| Anchor-Free RPNNumber of Slices=64, Number of HU Windows=12022.03 | 77.1 | 68.73 | 83.54 | — | 88.12 | — | 79.37 | |
| MLANetNumber of Slices=3, Number of HU Windows=12022.03 | 77.1 | — | 83 | — | 88.3 | — | — | |
| MSBNumber of slices=32020.12 | 76.8 | 67 | 83.7 | — | 89 | — | — | |
| FPN+3DCEBackbone=FPN, Number of slices=27, Re-implementation=true2019.09 | 76.34 | 67.32 | 82.9 | 85.67 | 87.6 | — | — | |
| FPN+3DCEBackbone=FPN, Number of slices=9, Re-implementation=true2019.09 | 74.41 | 64.25 | 81.9 | 85.02 | 87.21 | — | — | |
| 3DCEBackbone=R-FCN, Number of slices=272019.09 | 73.37 | 62.48 | 80.7 | — | 85.65 | — | — | |
| 3DCENumber of Slices=27, Number of HU Windows=12022.03 | 73.37 | 62.48 | 80.7 | — | 85.65 | — | 75.55 | |
| 3DCEBackbone=R-FCN, Number of slices=92019.09 | 70.68 | 59.32 | 79.09 | — | 84.34 | — | — | |
| FPN+3DCEBackbone=FPN, Number of slices=3, Re-implementation=true2019.09 | 68.85 | 58.06 | 77.48 | 81.03 | 83.27 | — | — | |
| 3DCEBackbone=R-FCN, Number of slices=32019.09 | 67.26 | 55.7 | 75.37 | — | 82.21 | — | — | |
| ULDOR2019.09 | 64.8 | 52.86 | 74.84 | — | 84.38 | — | — | |
| 3DCENumber of slices=272020.12 | 64.8 | 52.86 | 74.84 | — | 84.38 | — | — |