DSF-CNN (C8)

Reported on 6 benchmarks across 3 tasks · 1 paper · 4 SOTA

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

Medical6 results

Breast Tumour ClassificationonPCam
AUC· 2020-04-06
0.975
SOTA
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images arXiv:2004.03037
Colorectal Gland Segmentation:onCRAG
Dice· 2020-04-06
0.891
best: 0.892 (PatchCL)
SOTA
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images arXiv:2004.03037
Colorectal Gland Segmentation:onCRAG
F1-score· 2020-04-06
0.874
best: 0.881 (PatchCL)
SOTA
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images arXiv:2004.03037
Multi-tissue Nucleus SegmentationonKumar
Hausdorff Distance (mm)· 2020-04-06
60
SOTA
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images arXiv:2004.03037
Colorectal Gland Segmentation:onCRAG
Hausdorff Distance (mm)· 2020-04-06
138.4
best: 318.9 (VF-CNN (C4))
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images arXiv:2004.03037
Multi-tissue Nucleus SegmentationonKumar
Dice· 2020-04-06
0.826
best: 0.843 (GC-MHVN)
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images arXiv:2004.03037