Cell Segmentation 벤치마크
Cell Segmentation on Fluo-N2DL-HeLa
SEG (~Mean IoU)
- 2018-05-29 — DecLSTM: SEG (~Mean IoU) 0.839
- 2020-04-03 — Dual U-Net (Neighbor distances): SEG (~Mean IoU) 0.895
| Rank | Model | SEG (~Mean IoU) | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | Dual U-Net (Neighbor distances) | 0.895 | Cell Segmentation and Tracking using CNN-Based Distance Predictions and a Graph-Based Matching Strategy | t_scherr/cell-segmentation-and-tracking | 2020 |
| 2 | DecLSTM | 0.839 | Microscopy Cell Segmentation via Convolutional LSTM Networks | arbellea/LSTM-UNet · ruveydayilmaz0/bvdm · alvchn/fcn | 2018 |
| 3 | EncLSTM | 0.811 | Microscopy Cell Segmentation via Convolutional LSTM Networks | arbellea/LSTM-UNet · ruveydayilmaz0/bvdm · alvchn/fcn | 2018 |
| 4 | Dual U-Net (Neighbor distances) | 0.895 | Cell Segmentation and Tracking using CNN-Based Distance Predictions and a Graph-Based Matching Strategy | t_scherr/cell-segmentation-and-tracking | 2020 |
| 5 | DecLSTM | 0.839 | Microscopy Cell Segmentation via Convolutional LSTM Networks | arbellea/LSTM-UNet · ruveydayilmaz0/bvdm · alvchn/fcn | 2018 |
| 6 | EncLSTM | 0.811 | Microscopy Cell Segmentation via Convolutional LSTM Networks | arbellea/LSTM-UNet · ruveydayilmaz0/bvdm · alvchn/fcn | 2018 |