Retinal Disease Classification on OCT 2017 (test)
99.8AccuracyOpticNet-71
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OpticNet-71Initialization=random (from scratch)2019.10 | 99.8 | 99.8 | 99.93 | 0.2 | |
| Human Expert 52019.10 | 99.7 | 99.7 | 99.9 | 0.4 | |
| XceptionInitialization=pre-trained (ImageNet)2019.10 | 99.7 | 99.7 | 99.9 | 0.3 | |
| MobileNet-v2Initialization=pre-trained (ImageNet)2019.10 | 99.4 | 99.4 | 99.8 | 0.6 | |
| ResNet50-v1Initialization=pre-trained (ImageNet)2019.10 | 99.3 | 99.3 | 99.76 | 1 | |
| ZTWBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=100%2021.06 | 98.5 | — | — | — | |
| ZTWBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=Max2021.06 | 98.5 | — | — | — | |
| ZTWBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=75%2021.06 | 98.4 | — | — | — | |
| ZTWBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=50%2021.06 | 98 | — | — | — | |
| InceptionV32019.10 | 96.6 | 97.8 | 97.4 | 6.6 | |
| PBEEBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=Max2021.06 | 95.2 | — | — | — | |
| SDNBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=75%2021.06 | 94.6 | — | — | — | |
| SDNBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=100%2021.06 | 94.6 | — | — | — | |
| SDNBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=Max2021.06 | 94.6 | — | — | — | |
| ResNet-50 (Baseline)Backbone=ResNet-50, Pre-training=ImageNet2021.06 | 94.6 | — | — | — | |
| PBEEBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=100%2021.06 | 94.5 | — | — | — | |
| SDNBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=50%2021.06 | 93.8 | — | — | — | |
| InceptionV3 (limited)2019.10 | 93.4 | 96.6 | 94 | 12.7 | |
| Human Expert 22019.10 | 92.1 | 99.39 | 94.03 | 10.5 | |
| PBEEBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=50%2021.06 | 90.3 | — | — | — | |
| PBEEBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=75%2021.06 | 90.3 | — | — | — | |
| ZTWBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=25%2021.06 | 89.4 | — | — | — | |
| SDNBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=25%2021.06 | 81.5 | — | — | — | |
| PBEEBackbone=ResNet-50, Pre-training=ImageNet, Time Budget=25%2021.06 | 56.5 | — | — | — |