Lesion Detection on DeepLesion official (test)
76.12Sensitivity @ 0.5 FPPIMULAN
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MULANtraining=with 171 tags2019.08 | 76.12 | 83.69 | 88.76 | 92.3 | 94.71 | 95.64 | — | 85.22 | |
| Improved RetinaNet (anchor optimization + dense supervision + attention gate)runtime=41 ms, anchor optimization=true, dense supervision=true, attention gate=true2019.06 | 72.15 | 80.07 | 86.4 | 90.77 | 94.09 | 96.32 | — | — | |
| RetinaNet + anchor optimization + dense supervisionruntime=39 ms, anchor optimization=true, dense supervision=true2019.06 | 70.24 | 78.28 | 85.1 | 90.39 | 93.81 | 96.01 | — | — | |
| RetinaNet + anchor optimizationruntime=31 ms, anchor optimization=true2019.06 | 64.82 | 74.98 | 82.29 | 87.87 | 92.2 | 94.9 | — | — | |
| 3DCENumber of slices=272018.06 | 62.48 | 73.37 | 80.7 | 85.65 | 89.09 | 91.06 | — | — | |
| 3DCEruntime=114 ms2019.06 | 62.48 | 73.37 | 80.7 | 85.65 | 89.09 | 91.06 | — | — | |
| 3DCE2019.08 | 62.48 | 73.37 | 80.7 | 85.65 | 89.09 | 91.06 | — | 75.55 | |
| 3DCENumber of slices=92018.06 | 59.32 | 70.68 | 79.09 | 84.34 | 87.81 | 89.62 | — | — | |
| Data-level fusionNumber of slices=112018.06 | 58.49 | 70.03 | 77.89 | 83.02 | 86.71 | 89.19 | — | — | |
| Faster RCNNNumber of slices=32018.06 | 56.9 | 67.26 | 75.57 | 81.62 | 85.83 | 88.74 | — | — | |
| Faster R-CNNruntime=32 ms2019.06 | 56.9 | 67.26 | 75.57 | 81.62 | 85.83 | 88.74 | — | — | |
| Improved R-FCNNumber of slices=32018.06 | 56.49 | 67.65 | 76.89 | 82.76 | 87.03 | 89.82 | — | — | |
| Original R-FCNNumber of slices=32018.06 | 55.7 | 67.26 | 75.37 | 82.21 | 86.26 | 89.19 | — | — | |
| ULDor2019.06 | 52.86 | 64.8 | 74.84 | 84.38 | 87.17 | 91.8 | — | — | |
| ULDor2019.08 | 52.86 | 64.8 | 74.84 | 84.38 | 87.17 | 91.8 | — | 69.22 | |
| No 3D contextNumber of slices=12018.06 | 48.6 | 60.57 | 71.19 | 79.15 | 84.77 | 88.42 | — | — | |
| original RetinaNetruntime=28 ms2019.06 | 45.8 | 54.17 | 62.5 | 69.8 | 75.34 | 79.48 | — | — | |
| Mask R-CNN2019.06 | 39.82 | 52.66 | 65.58 | 77.73 | 85.54 | 91.8 | — | — | |
| 3DCE2019.08 | — | — | — | — | — | — | 75.55 | — | |
| MULAN2019.08 | — | — | — | — | — | — | 86.12 | — | |
| MULANfeature pyramid=removed2019.08 | — | — | — | — | — | — | 79.73 | — | |
| MULAN3D fusion=removed2019.08 | — | — | — | — | — | — | 79.57 | — | |
| MULANtagging branch=removed2019.08 | — | — | — | — | — | — | 84.79 | — | |
| MULANmask branch=removed2019.08 | — | — | — | — | — | — | 85.21 | — | |
| MULANscore refine. layer=removed2019.08 | — | — | — | — | — | — | 84.24 | — | |
| ULDor2019.08 | — | — | — | — | — | — | 69.22 | — |