Universal Lesion Detection on DeepLesion universal (test)
79.17Sensitivity @ 0.5 FPPIAlignShift + Ours
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AlignShift + Oursslices=72021.03 | 79.17 | 85.71 | 89.8 | 92.65 | 86.83 | |
| AlignShift w/o RECIST+Oursslices=72021.03 | 79.03 | 85.63 | 89.53 | 92.43 | 86.66 | |
| AlignShift w/o RECIST+BMslices=72021.03 | 77.51 | 84.95 | 88.63 | 92.08 | 85.79 | |
| AlignShiftslices=72021.03 | 77.2 | 84.38 | 89.03 | 92.31 | 85.73 | |
| AlignShift w/o RECISTslices=72021.03 | 76.31 | 84.07 | 88.08 | 91.62 | 85.02 | |
| MULAN w/o SRL + Oursslices=92021.03 | 76.28 | 83.13 | 87.3 | 90.49 | 84.3 | |
| MULAN w/o (SRL&RECIST) +Oursslices=92021.03 | 75.97 | 82.81 | 86.85 | 90 | 83.91 | |
| A3D+SATrTraining data ratio=50%, Number of input slices=72022.03 | 75.24 | 82.19 | 86.99 | 90.96 | 83.85 | |
| MULAN w/o (SRL&RECIST) +BMslices=92021.03 | 74.71 | 81.62 | 86.44 | 89.82 | 83.15 | |
| MULAN w/o SRLslices=92021.03 | 73.85 | 81.02 | 85.98 | 90.01 | 82.71 | |
| AlignShift+cBM+SATrTraining data ratio=50%, Number of input slices=72022.03 | 73.53 | 79.91 | 84.89 | 88.5 | 81.71 | |
| MVP-Net+Oursslices=92021.03 | 73.05 | 81.41 | 87.22 | 89.37 | 82.76 | |
| A3DTraining data ratio=50%, Number of input slices=72022.03 | 72.52 | 80.27 | 86.14 | 90.15 | 82.27 | |
| MULAN w/o (SRL&RECIST)slices=92021.03 | 72.34 | 80.17 | 85.21 | 89.41 | 81.78 | |
| MVP-Net+BMslices=92021.03 | 72.12 | 80.51 | 86.08 | 88.41 | 81.78 | |
| AlignShift+SATrTraining data ratio=50%, Number of input slices=72022.03 | 71.1 | 78.32 | 83.51 | 87.99 | 80.23 | |
| AlignShift+cBMTraining data ratio=50%, Number of input slices=72022.03 | 70.3 | 78.16 | 83.35 | 87.99 | 79.95 | |
| MVP-Netslices=92021.03 | 70.07 | 78.77 | 84.91 | 87.33 | 80.27 | |
| AlignShiftTraining data ratio=50%, Number of input slices=72022.03 | 68.69 | 76.73 | 82.25 | 86.54 | 78.55 | |
| 3DCE+Oursslices=92021.03 | 66.98 | 77.25 | 83.64 | 88.41 | 79.07 | |
| Faster R-CNN+Oursslices=32021.03 | 65.37 | 77.25 | 81.03 | 87.98 | 77.67 | |
| 3DCE+BMslices=92021.03 | 64.38 | 75.55 | 82.74 | 87.78 | 77.62 | |
| Faster R-CNN+BMslices=32021.03 | 63.96 | 75.55 | 79.8 | 86.28 | 76.12 | |
| AlignShift+cBM+SATrTraining data ratio=25%, Number of input slices=72022.03 | 62.31 | 70.13 | 76.79 | 81.17 | 72.6 | |
| A3D+SATrTraining data ratio=25%, Number of input slices=72022.03 | 59.99 | 68.05 | 74.67 | 79.09 | 70.45 | |
| 3DCEslices=92021.03 | 59.32 | 70.68 | 79.09 | 84.34 | 73.36 | |
| Deformable detrslices=32021.03 | 57.62 | 65.64 | 70.65 | 75.58 | 67.37 | |
| Faster R-CNNslices=32021.03 | 57.17 | 70.68 | 74.97 | 82.43 | 70.85 | |
| AlignShift+cBMTraining data ratio=25%, Number of input slices=72022.03 | 56.84 | 64.96 | 71.86 | 81.08 | 68.69 | |
| AlignShift+SATrTraining data ratio=25%, Number of input slices=72022.03 | 56.68 | 65.04 | 72.03 | 77.83 | 67.9 | |
| A3DTraining data ratio=25%, Number of input slices=72022.03 | 55.67 | 65.39 | 73.35 | 79.31 | 68.43 | |
| AlignShiftTraining data ratio=25%, Number of input slices=72022.03 | 52.17 | 62.17 | 69.5 | 75.24 | 64.77 | |
| FCOSslices=32021.03 | 37.78 | 54.84 | 64.12 | 77.84 | 58.65 | |
| Objects as pointsslices=32021.03 | 34.87 | 43.58 | 52.41 | 64.01 | 48.72 |