Binary Classification on CBIS-DDSM

Metric: AUC (higher is better)

LeaderboardDataset

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Results

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	EfficientNet-B0 w/ TTA	0.8483	No	Breast Cancer Diagnosis in Two-View Mammography ...	2021-10-01	Code
2	EfficientNet-B0	0.8418	No	Breast Cancer Diagnosis in Two-View Mammography ...	2021-10-01	Code
3	Multi-patch size DenseNet-121	0.809	No	-	-	-
4	SingleView_PatchBased_EfficientNet-B0	0.8033	No	Breast Cancer Diagnosis in Two-View Mammography ...	2021-10-01	Code
5	MorphHR-ResNet18_S896	0.7964	No	Beyond Fine-tuning: Classifying High Resolution ...	2021-01-20	-
6	ResNet18_S896	0.7958	No	Beyond Fine-tuning: Classifying High Resolution ...	2021-01-20	-
7	SingleView_PatchBased_EfficientNet-B3	0.7952	No	Breast Cancer Diagnosis in Two-View Mammography ...	2021-10-01	Code
8	Multi-resolution DenseNet-121	0.789	No	-	-	-
9	ResNet18_S448	0.7882	No	Beyond Fine-tuning: Classifying High Resolution ...	2021-01-20	-
10	Feature Pyramid Network DenseNet-121	0.788	No	-	-	-
11	Patch-based DenseNet-121	0.784	No	-	-	-
12	MorphHR-ResNet18_S448	0.7836	No	Beyond Fine-tuning: Classifying High Resolution ...	2021-01-20	-
13	MorphHR-ResNet18_S224	0.7523	No	Beyond Fine-tuning: Classifying High Resolution ...	2021-01-20	-
14	VGG/ResNet	0.75	No	Breast Cancer Diagnosis in Two-View Mammography ...	2021-10-01	Code
15	VGG/ResNet	0.75	No	Breast Cancer Diagnosis in Two-View Mammography ...	2021-10-01	Code
16	PHResNet50 (n=2)	0.739	No	Multi-View Hypercomplex Learning for Breast Canc...	2022-04-12	Code
17	ResNet18_S224	0.7257	No	Beyond Fine-tuning: Classifying High Resolution ...	2021-01-20	-
18	XGBoost	0.6849	No	-	-	-
19	VGG16	0.6822	No	-	-	-

#1EfficientNet-B0 w/ TTASOTA
0.8483
AUC· 2021-10-01
Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network Code
#2EfficientNet-B0
0.8418
AUC· 2021-10-01
Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network Code
#3Multi-patch size DenseNet-121
0.809
AUC
No paper
#4SingleView_PatchBased_EfficientNet-B0
0.8033
AUC· 2021-10-01
Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network Code
#5MorphHR-ResNet18_S896SOTA
0.7964
AUC· 2021-01-20
Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations
#6ResNet18_S896
0.7958
AUC· 2021-01-20
Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations
#7SingleView_PatchBased_EfficientNet-B3
0.7952
AUC· 2021-10-01
Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network Code
#8Multi-resolution DenseNet-121
0.789
AUC
No paper
#9ResNet18_S448
0.7882
AUC· 2021-01-20
Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations
#10Feature Pyramid Network DenseNet-121
0.788
AUC
No paper
#11Patch-based DenseNet-121
0.784
AUC
No paper
#12MorphHR-ResNet18_S448
0.7836
AUC· 2021-01-20
Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations
#13MorphHR-ResNet18_S224
0.7523
AUC· 2021-01-20
Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations
#14VGG/ResNet
0.75
AUC· 2021-10-01
Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network Code
#15VGG/ResNet
0.75
AUC· 2021-10-01
Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network Code
#16PHResNet50 (n=2)
0.739
AUC· 2022-04-12
Multi-View Hypercomplex Learning for Breast Cancer Screening Code
#17ResNet18_S224
0.7257
AUC· 2021-01-20
Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations
#18XGBoost
0.6849
AUC
No paper
#19VGG16
0.6822
AUC
No paper