Breast Tumour Classification on PCam

Metric: AUC (higher is better)

LeaderboardDataset

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Results

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	DSF-CNN (C8)	0.975	No	Dense Steerable Filter CNNs for Exploiting Rotat...	2020-04-06	Code
2	Steerable G-CNN (C8)	0.971	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
3	Steerable G-CNN (C8)	0.969	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
4	Steerable G-CNN (C12)	0.969	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
5	G-CNN (C8)	0.968	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
6	G-CNN (C4)	0.964	No	Group Equivariant Convolutional Networks	2016-02-24	Code
7	Steerable G-CNN (e)	0.963	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
8	p4m-DenseNet (D4)	0.963	No	Rotation Equivariant CNNs for Digital Pathology	2018-06-08	Code
9	G-CNN (C12)	0.962	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
10	ResNet-50 (e)	0.948	No	Deep Residual Learning for Image Recognition	2015-12-10	Code
11	ResNet-34 (e)	0.942	No	Deep Residual Learning for Image Recognition	2015-12-10	Code
12	DenseNet-121 (e)	0.921	No	Densely Connected Convolutional Networks	2016-08-25	Code
13	VF-CNN (C12)	0.898	No	Rotation equivariant vector field networks	2016-12-29	Code
14	VF-CNN (C8)	0.881	No	Rotation equivariant vector field networks	2016-12-29	Code
15	VF-CNN (C4)	0.871	No	Rotation equivariant vector field networks	2016-12-29	Code

#1DSF-CNN (C8)SOTA
0.975
AUC· 2020-04-06
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images Code
#2Steerable G-CNN (C8)SOTA
0.971
AUC· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#3Steerable G-CNN (C8)
0.969
AUC· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#4Steerable G-CNN (C12)
0.969
AUC· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#5G-CNN (C8)
0.968
AUC· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#6G-CNN (C4)SOTA
0.964
AUC· 2016-02-24
Group Equivariant Convolutional Networks Code
#7Steerable G-CNN (e)
0.963
AUC· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#8p4m-DenseNet (D4)
0.963
AUC· 2018-06-08
Rotation Equivariant CNNs for Digital Pathology Code
#9G-CNN (C12)
0.962
AUC· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#10ResNet-50 (e)SOTA
0.948
AUC· 2015-12-10
Deep Residual Learning for Image Recognition Code
#11ResNet-34 (e)
0.942
AUC· 2015-12-10
Deep Residual Learning for Image Recognition Code
#12DenseNet-121 (e)
0.921
AUC· 2016-08-25
Densely Connected Convolutional Networks Code
#13VF-CNN (C12)
0.898
AUC· 2016-12-29
Rotation equivariant vector field networks Code
#14VF-CNN (C8)
0.881
AUC· 2016-12-29
Rotation equivariant vector field networks Code
#15VF-CNN (C4)
0.871
AUC· 2016-12-29
Rotation equivariant vector field networks Code