Medical Diagnosis on OCT2017

Metric: Acc (higher is better)

LeaderboardDataset

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#	Model↕	Acc▼	Extra Data	Paper	Date↕	Code
1	UniNet	100	No	-	-	Code
2	OpticNet-71	99.8	No	Optic-Net: A Novel Convolutional Neural Network ...	2019-10-13	Code
3	Xception	99.7	No	-	-	Code
4	WideResNet-50-2 (EMA-decay=0.999)	99.69	No	Matching the Clinical Reality: Accurate OCT-Base...	2020-10-23	Code
5	MobileNet-v2	99.4	No	MobileNetV2: Inverted Residuals and Linear Bottl...	2018-01-13	Code
6	ResNet50-v1	99.3	No	Optic-Net: A Novel Convolutional Neural Network ...	2019-10-13	Code
7	ResNet50-v1	99.3	No	Optic-Net: A Novel Convolutional Neural Network ...	2019-10-13	Code
8	MobileNet-v2	98.5	No	MobileNetV2: Inverted Residuals and Linear Bottl...	2018-01-13	Code
9	InceptionV3	96.6	No	Optic-Net: A Novel Convolutional Neural Network ...	2019-10-13	Code
10	InceptionV3	96.6	No	Optic-Net: A Novel Convolutional Neural Network ...	2019-10-13	Code
11	Joint-Attention-Network MobileNet-v2	95.6	No	Improving Robustness using Joint Attention Netwo...	2020-05-16	Code
12	InceptionV3 (limited)	93.4	No	Optic-Net: A Novel Convolutional Neural Network ...	2019-10-13	Code
13	InceptionV3 (limited)	93.4	No	Optic-Net: A Novel Convolutional Neural Network ...	2019-10-13	Code
14	Joint-Attention-Network ResNet50-v1	92.4	No	Improving Robustness using Joint Attention Netwo...	2020-05-16	Code
15	Joint-Attention-Network OpticNet-71	77.4	No	Improving Robustness using Joint Attention Netwo...	2020-05-16	Code

#1UniNet
100
Acc
No paperCode
#2OpticNet-71SOTA
99.8
Acc· 2019-10-13
Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images Code
#3Xception
99.7
Acc
No paperCode
#4WideResNet-50-2 (EMA-decay=0.999)
99.69
Acc· 2020-10-23
Matching the Clinical Reality: Accurate OCT-Based Diagnosis From Few Labels Code
#5MobileNet-v2SOTA
99.4
Acc· 2018-01-13
MobileNetV2: Inverted Residuals and Linear Bottlenecks Code
#6ResNet50-v1
99.3
Acc· 2019-10-13
Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images Code
#7ResNet50-v1
99.3
Acc· 2019-10-13
Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images Code
#8MobileNet-v2
98.5
Acc· 2018-01-13
MobileNetV2: Inverted Residuals and Linear Bottlenecks Code
#9InceptionV3
96.6
Acc· 2019-10-13
Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images Code
#10InceptionV3
96.6
Acc· 2019-10-13
Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images Code
#11Joint-Attention-Network MobileNet-v2
95.6
Acc· 2020-05-16
Improving Robustness using Joint Attention Network For Detecting Retinal Degeneration From Optical Coherence Tomography Images Code
#12InceptionV3 (limited)
93.4
Acc· 2019-10-13
Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images Code
#13InceptionV3 (limited)
93.4
Acc· 2019-10-13
Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images Code
#14Joint-Attention-Network ResNet50-v1
92.4
Acc· 2020-05-16
Improving Robustness using Joint Attention Network For Detecting Retinal Degeneration From Optical Coherence Tomography Images Code
#15Joint-Attention-Network OpticNet-71
77.4
Acc· 2020-05-16
Improving Robustness using Joint Attention Network For Detecting Retinal Degeneration From Optical Coherence Tomography Images Code