ML Research Wiki / Benchmarks / Breast Tumour Classification / PCam

PCam

Breast Tumour Classification Benchmark

Performance Over Time

📊 Showing 16 results | 📏 Metric: AUC

Top Performing Models

Rank	Model	Paper	AUC	Date	Code
1	DSF-CNN (C8)	Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images	0.98	2020-04-06	📦 simongraham/dsf-cnn 📦 ladislasl/CNN_invar_rot
2	Steerable G-CNN (C8)	Learning Steerable Filters for Rotation Equivariant CNNs	0.97	2017-11-20	-
3	Steerable G-CNN (C8)	Learning Steerable Filters for Rotation Equivariant CNNs	0.97	2017-11-20	-
4	Steerable G-CNN (C12)	Learning Steerable Filters for Rotation Equivariant CNNs	0.97	2017-11-20	-
5	G-CNN (C8)	Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis	0.97	2020-02-20	📦 tueimage/se2cnn
6	G-CNN (C4)	Group Equivariant Convolutional Networks	0.96	2016-02-24	📦 adambielski/pytorch-gconv-experiments
7	Steerable G-CNN (e)	Learning Steerable Filters for Rotation Equivariant CNNs	0.96	2017-11-20	-
8	p4m-DenseNet (D4)	Rotation Equivariant CNNs for Digital Pathology	0.96	2018-06-08	📦 basveeling/pcam 📦 basveeling/keras-gcnn 📦 basveeling/keras_gcnn 📦 eb00/pcam_analysis
9	G-CNN (C12)	Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis	0.96	2020-02-20	📦 tueimage/se2cnn
10	ResNet-50 (e)	Deep Residual Learning for Image Recognition	0.95	2015-12-10	📦 tensorflow/models 📦 tensorflow/models 📦 tensorflow/models

All Papers (16)

Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images

2020

DSF-CNN (C8)

simongraham/dsf-cnn ladislasl/CNN_invar_rot

Learning Steerable Filters for Rotation Equivariant CNNs

2017

Steerable G-CNN (C8)

Learning Steerable Filters for Rotation Equivariant CNNs

2017

Steerable G-CNN (C8)

Learning Steerable Filters for Rotation Equivariant CNNs

2017

Steerable G-CNN (C12)

Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis

2020

G-CNN (C8)

tueimage/se2cnn

Group Equivariant Convolutional Networks

2016

G-CNN (C4)

adambielski/pytorch-gconv-experiments

Learning Steerable Filters for Rotation Equivariant CNNs

2017

Steerable G-CNN (e)

Rotation Equivariant CNNs for Digital Pathology

2018

p4m-DenseNet (D4)

basveeling/pcam basveeling/keras-gcnn

Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis

2020

G-CNN (C12)

tueimage/se2cnn

Deep Residual Learning for Image Recognition

2015

ResNet-50 (e)

tensorflow/models tensorflow/models

Deep Residual Learning for Image Recognition

2015

ResNet-34 (e)

tensorflow/models tensorflow/models

Virchow: A Million-Slide Digital Pathology Foundation Model

2023

Virchow

Paige-AI/paige-ml-sdk

Densely Connected Convolutional Networks

2016

DenseNet-121 (e)

pytorch/vision pytorch/vision

Rotation equivariant vector field networks

2016

VF-CNN (C12)

COGMAR/RotEqNet di-marcos/RotEqNet ojas97/roteqnetp3

Rotation equivariant vector field networks

2016

VF-CNN (C8)

COGMAR/RotEqNet di-marcos/RotEqNet ojas97/roteqnetp3

Rotation equivariant vector field networks

2016

VF-CNN (C4)

COGMAR/RotEqNet di-marcos/RotEqNet ojas97/roteqnetp3

PCam

Performance Over Time

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Top Performing Models

All Papers (16)

Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images

Learning Steerable Filters for Rotation Equivariant CNNs

Learning Steerable Filters for Rotation Equivariant CNNs

Learning Steerable Filters for Rotation Equivariant CNNs

Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis

Group Equivariant Convolutional Networks

Learning Steerable Filters for Rotation Equivariant CNNs

Rotation Equivariant CNNs for Digital Pathology

Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis

Deep Residual Learning for Image Recognition

Deep Residual Learning for Image Recognition

Virchow: A Million-Slide Digital Pathology Foundation Model

Densely Connected Convolutional Networks

Rotation equivariant vector field networks

Rotation equivariant vector field networks

Rotation equivariant vector field networks

Model	Paper	AUC	Date
DSF-CNN (C8)	Dense Steerable Filter CNNs for Exploiting Rotati…	0.98	2020-04-06
Steerable G-CNN (C8)	Learning Steerable Filters for Rotation Equivaria…	0.97	2017-11-20
Steerable G-CNN (C8)	Learning Steerable Filters for Rotation Equivaria…	0.97	2017-11-20
Steerable G-CNN (C12)	Learning Steerable Filters for Rotation Equivaria…	0.97	2017-11-20
G-CNN (C8)	Roto-Translation Equivariant Convolutional Networ…	0.97	2020-02-20
G-CNN (C4)	Group Equivariant Convolutional Networks	0.96	2016-02-24
Steerable G-CNN (e)	Learning Steerable Filters for Rotation Equivaria…	0.96	2017-11-20
p4m-DenseNet (D4)	Rotation Equivariant CNNs for Digital Pathology	0.96	2018-06-08
G-CNN (C12)	Roto-Translation Equivariant Convolutional Networ…	0.96	2020-02-20
ResNet-50 (e)	Deep Residual Learning for Image Recognition	0.95	2015-12-10
ResNet-34 (e)	Deep Residual Learning for Image Recognition	0.94	2015-12-10
Virchow	Virchow: A Million-Slide Digital Pathology Founda…	0.93	2023-09-14
DenseNet-121 (e)	Densely Connected Convolutional Networks	0.92	2016-08-25
VF-CNN (C12)	Rotation equivariant vector field networks	0.90	2016-12-29
VF-CNN (C8)	Rotation equivariant vector field networks	0.88	2016-12-29
VF-CNN (C4)	Rotation equivariant vector field networks	0.87	2016-12-29