Lesion Segmentation on In-house CT dataset (test)
77.44Pixel-wise DiceFine-tuning with Full Labeled Data
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Fine-tuning with Full Labeled DataStep=+inf, Labeling budget=752 data2023.08 | 77.44 | 85.44 | 77.15 | 62.78 | 68.56 | 74.27 | |
| SLPTStep=1, Labeling budget=40 patients, Mode=Supervised uncertainty selection2023.08 | 72.07 | 82.07 | 72.37 | 61.21 | 61.9 | 69.92 | |
| UncertainGCNStep=1, Labeling budget=40 patients, Mode=Supervised uncertainty selection2023.08 | 71.44 | 75.07 | 75.62 | 72.83 | 44.99 | 67.99 | |
| SLPT (w/o Sg)Step=1, Labeling budget=40 patients, Variation=Without diversity selection2023.08 | 71.01 | 80.68 | 69.83 | 59.42 | 58.78 | 67.94 | |
| CoreGCNStep=1, Labeling budget=40 patients, Mode=Supervised uncertainty selection2023.08 | 70.91 | 77.56 | 72.37 | 51.73 | 49.88 | 64.49 | |
| CoreSetStep=1, Labeling budget=40 patients, Mode=Supervised uncertainty selection2023.08 | 70.72 | 79.34 | 72.03 | 46.03 | 51.24 | 63.87 | |
| Ent-gnStep=1, Labeling budget=40 patients, Mode=Supervised uncertainty selection2023.08 | 70.54 | 79.91 | 71.42 | 61.12 | 56.37 | 67.87 | |
| EnsembleStep=1, Labeling budget=40 patients, Mode=Supervised uncertainty selection2023.08 | 69.79 | 80.25 | 69.54 | 64.38 | 58.34 | 68.46 | |
| MC DropoutStep=1, Labeling budget=40 patients, Mode=Supervised uncertainty selection2023.08 | 69.23 | 79.61 | 69.48 | 30.43 | 36.29 | 57.01 | |
| SLPT (w/o Sa)Step=1, Labeling budget=40 patients, Variation=Without uncertainty selection2023.08 | 68.54 | 81.97 | 68.59 | 60.47 | 59.82 | 68.08 | |
| SLPTStep=0, Labeling budget=20 patients, Mode=Unsupervised diversity selection2023.08 | 68.2 | 78.97 | 69.15 | 32.51 | 34.67 | 56.7 | |
| RandomStep=1, Labeling budget=40 patients, Mode=Supervised uncertainty selection2023.08 | 66.67 | 79.95 | 70.67 | 41.45 | 39.45 | 59.64 | |
| EntropyStep=1, Labeling budget=40 patients, Mode=Supervised uncertainty selection2023.08 | 66.39 | 80.85 | 66.96 | 37.4 | 39.47 | 58.21 | |
| RandomStep=0, Labeling budget=20 patients, Mode=Unsupervised diversity selection2023.08 | 65.58 | 80 | 65.21 | 23.46 | 39.94 | 54.84 |