Table 1 Comparison of LACSS model and the baselines on the LIVECell dataset.
From: Efficient end-to-end learning for cell segmentation with machine generated weak annotations
Cell lines | MaskRCNN (fully-supervised) | CenerMask (fully-supervised) | LACSS (semi-supervised) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Â | AP50 | AP75 | mAP | AJI | AP50 | AP75 | mAP | AJI | AP50 | AP75 | mAP | AJI |
A172 | 0.74 | 0.36 | 0.38 | 0.59 | 0.72 | 0.30 | 0.35 | 0.59 | 0.68 | 0.29 | 0.33 | 0.54 |
BT474 | 0.76 | 0.44 | 0.43 | 0.56 | 0.78 | 0.43 | 0.43 | 0.52 | 0.68 | 0.36 | 0.37 | 0.53 |
BV2 | 0.85 | 0.60 | 0.53 | 0.68 | 0.85 | 0.45 | 0.46 | 0.67 | 0.88 | 0.58 | 0.52 | 0.63 |
Huh7 | 0.80 | 0.58 | 0.52 | 0.64 | 0.78 | 0.50 | 0.46 | 0.64 | 0.70 | 0.48 | 0.43 | 0.60 |
MCF7 | 0.74 | 0.36 | 0.38 | 0.53 | 0.76 | 0.33 | 0.37 | 0.57 | 0.71 | 0.27 | 0.33 | 0.53 |
SHSY5Y | 0.61 | 0.16 | 0.25 | 0.49 | 0.61 | 0.14 | 0.24 | 0.50 | 0.43 | 0.06 | 0.14 | 0.40 |
SKOV3 | 0.87 | 0.60 | 0.54 | 0.73 | 0.86 | 0.53 | 0.49 | 0.71 | 0.82 | 0.48 | 0.46 | 0.66 |
SkBr3 | 0.91 | 0.80 | 0.65 | 0.81 | 0.90 | 0.80 | 0.66 | 0.79 | 0.93 | 0.81 | 0.65 | 0.75 |