TABLE I. MisMatch (MM) vs Baselines on CARVE. Metric Is Intersection Over Union (IoU).
| Supervised | Semi-Supervised | |||||||
|---|---|---|---|---|---|---|---|---|
| Labelled Slices | Sup1 [27] (2015) | Sup2 Ours(2021) | MTA [25] (2019) | MT [1] (2017) | FM [2] (2020) | CCT [6] (2020) | Morph 2021 | MM Ours(2021) |
| 5 | 48.32±4.97 | 50.75±2.0 | 54.91±1.82 | 56.56±2.38 | 49.30±1.81 | 52.54±1.74 | 52.93±2.19 | 60.25±3.77 |
| 10 | 53.38±2.83 | 55.55±4.42 | 57.78±3.66 | 57.99±2.57 | 51.53±3.72 | 55.25±2.52 | 57.08±2.96 | 60.04±3.64 |
| 30 | 52.09±1.41 | 53.98±4.42 | 60.78±4.63 | 60.46±3.74 | 55.16±5.93 | 60.81±4.09 | 60.19±4.97 | 63.59±4.46 |
| 50 | 60.69±2.51 | 64.79±3.46 | 68.11±3.39 | 67.21±3.05 | 62.91±6.99 | 65.06±3.42 | 64.88±3.25 | 69.39±3.74 |
| 100 | 68.74±1.84 | 73.1±1.51 | 72.48±1.61 | 71.48±1.57 | 72.58±1.84 | 72.07±1.75 | 72.11±1.88 | 74.83±1.52 |
| Param. (M) | 1.8 | 2.7 | 2.1 | 1.88 | 1.88 | 1.88 | 2.54 | 2.7 |
| Infer.Time(s) | 4.1e-3 | 1.8e-1 | 7.2e-3 | 4.3e-3 | 4.5e-3 | 1.5e-1 | 8e-3 | 1.8e-1 |