Binary Classification on InBreast

Metric: AUC (higher is better)

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	WCCNet DenseNet-121	0.947	No	-	-	-
2	RGP DenseNet-169	0.934	No	-	-	-
3	WCCNet ResNet-50	0.931	No	-	-	-
4	WCCNet ResNet-101	0.926	No	-	-	-
5	WCCNet ResNet-34	0.923	No	-	-	-
6	GGP DenseNet-169	0.922	No	-	-	-
7	WCCNet VGG16	0.915	No	-	-	-
8	WCCNet ResNet-18	0.913	No	-	-	-
9	AlexNet+Sparse MIL INbr. Auto.	0.89	No	Deep Multi-instance Networks with Sparse Label A...	2017-05-23	Code
10	WCCNet AlexNet	0.87	No	-	-	-
11	Avg pooling DenseNet-169	0.862	No	-	-	-
12	AlexNet+Label Assign. MIL INbr. Auto.	0.84	No	Deep Multi-instance Networks with Sparse Label A...	2017-05-23	Code
13	Max pooling DenseNet-169	0.837	No	-	-	-
14	AlexNet+Max Pooling MIL	0.83	No	Deep Multi-instance Networks with Sparse Label A...	2017-05-23	Code
15	PHYSEnet (n=2)	0.814	Yes	Multi-View Hypercomplex Learning for Breast Canc...	2022-04-12	Code
16	PHResNet18 (n=2)	0.793	Yes	Multi-View Hypercomplex Learning for Breast Canc...	2022-04-12	Code
17	AlexNet	0.79	No	Deep Multi-instance Networks with Sparse Label A...	2017-05-23	Code
18	PHYBOnet (n=4)	0.764	No	Multi-View Hypercomplex Learning for Breast Canc...	2022-04-12	Code
19	Pretrained CNN + Random Forest	0.76	No	-	-	-

#1WCCNet DenseNet-121
0.947
AUC
No paper
#2RGP DenseNet-169
0.934
AUC
No paper
#3WCCNet ResNet-50
0.931
AUC
No paper
#4WCCNet ResNet-101
0.926
AUC
No paper
#5WCCNet ResNet-34
0.923
AUC
No paper
#6GGP DenseNet-169
0.922
AUC
No paper
#7WCCNet VGG16
0.915
AUC
No paper
#8WCCNet ResNet-18
0.913
AUC
No paper
#9AlexNet+Sparse MIL INbr. Auto.SOTA
0.89
AUC· 2017-05-23
Deep Multi-instance Networks with Sparse Label Assignment for Whole Mammogram Classification Code
#10WCCNet AlexNet
0.87
AUC
No paper
#11Avg pooling DenseNet-169
0.862
AUC
No paper
#12AlexNet+Label Assign. MIL INbr. Auto.
0.84
AUC· 2017-05-23
Deep Multi-instance Networks with Sparse Label Assignment for Whole Mammogram Classification Code
#13Max pooling DenseNet-169
0.837
AUC
No paper
#14AlexNet+Max Pooling MIL
0.83
AUC· 2017-05-23
Deep Multi-instance Networks with Sparse Label Assignment for Whole Mammogram Classification Code
#15PHYSEnet (n=2)
0.814
AUC· Extra Data· 2022-04-12
Multi-View Hypercomplex Learning for Breast Cancer Screening Code
#16PHResNet18 (n=2)
0.793
AUC· Extra Data· 2022-04-12
Multi-View Hypercomplex Learning for Breast Cancer Screening Code
#17AlexNet
0.79
AUC· 2017-05-23
Deep Multi-instance Networks with Sparse Label Assignment for Whole Mammogram Classification Code
#18PHYBOnet (n=4)
0.764
AUC· 2022-04-12
Multi-View Hypercomplex Learning for Breast Cancer Screening Code
#19Pretrained CNN + Random Forest
0.76
AUC
No paper