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Models/DecLSTM

DecLSTM

Reported on 8 benchmarks across 2 tasks · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical4 results

Medical Image SegmentationonFluo-N2DL-HeLa
SEG (~Mean IoU)· 2018-05-29
0.839
best: 0.895 (Dual U-Net (Neighbor distances))
SOTA
Microscopy Cell Segmentation via Convolutional LSTM Networks arXiv:1805.11247
Medical Image SegmentationonFluo-N2DH-GOWT1
SEG (~Mean IoU)· 2018-05-29
0.854
SOTA
Microscopy Cell Segmentation via Convolutional LSTM Networks arXiv:1805.11247
Medical Image SegmentationonDIC-C2DH-HeLa
SEG (~Mean IoU)· 2018-05-29
0.511
best: 0.793 (EncLSTM)
Microscopy Cell Segmentation via Convolutional LSTM Networks arXiv:1805.11247
Medical Image SegmentationonFluo-N2DH-SIM+
SEG (~Mean IoU)· 2018-05-29
0.802
best: 0.811 (EncLSTM)
Microscopy Cell Segmentation via Convolutional LSTM Networks arXiv:1805.11247

Computer Vision4 results

Cell SegmentationonFluo-N2DL-HeLa
SEG (~Mean IoU)· 2018-05-29
0.839
best: 0.895 (Dual U-Net (Neighbor distances))
SOTA
Microscopy Cell Segmentation via Convolutional LSTM Networks arXiv:1805.11247
Cell SegmentationonFluo-N2DH-GOWT1
SEG (~Mean IoU)· 2018-05-29
0.854
SOTA
Microscopy Cell Segmentation via Convolutional LSTM Networks arXiv:1805.11247
Cell SegmentationonDIC-C2DH-HeLa
SEG (~Mean IoU)· 2018-05-29
0.511
best: 0.793 (EncLSTM)
Microscopy Cell Segmentation via Convolutional LSTM Networks arXiv:1805.11247
Cell SegmentationonFluo-N2DH-SIM+
SEG (~Mean IoU)· 2018-05-29
0.802
best: 0.811 (EncLSTM)
Microscopy Cell Segmentation via Convolutional LSTM Networks arXiv:1805.11247