Retinal Disease Classification on OCTMNIST (test)
82.4AccuracyPCRNet18
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PCRNet18Backbone=ResNet18, Params(M)=11.175, GFLOPs=0.4582025.12 | 82.4 | 82.4 | 80.85 | 76.53 | |
| PCRNet34Backbone=ResNet34, Params(M)=21.286, GFLOPs=0.9382025.12 | 81.7 | 81.7 | 79.74 | 75.6 | |
| ResNet18 + GEBackbone=ResNet18, Params(M)=11.454, GFLOPs=0.4582025.12 | 79.3 | 79.3 | 77.23 | 72.4 | |
| ResNet34 + GEBackbone=ResNet34, Params(M)=21.794, GFLOPs=0.9392025.12 | 78.9 | 78.9 | 76.93 | 71.87 | |
| ResNet34 + DABackbone=ResNet34, Params(M)=22.698, GFLOPs=1.0002025.12 | 78.8 | 78.8 | 76.33 | 71.73 | |
| ResNet18 + CBAMBackbone=ResNet18, Params(M)=11.260, GFLOPs=0.4582025.12 | 78.2 | 78.2 | 75.22 | 70.93 | |
| ResNet18 + CABackbone=ResNet18, Params(M)=11.307, GFLOPs=0.4592025.12 | 78.1 | 78.1 | 74.49 | 70.8 | |
| ResNet34 + CBAMBackbone=ResNet34, Params(M)=21.440, GFLOPs=0.9392025.12 | 78 | 78 | 75.27 | 70.67 | |
| ResNet18 + SEBackbone=ResNet18, Params(M)=11.260, GFLOPs=0.4582025.12 | 77.5 | 77.5 | 75.14 | 70 | |
| ResNet34Backbone=ResNet34, Params(M)=21.278, GFLOPs=0.9382025.12 | 77.3 | 77.3 | 74.24 | 69.73 | |
| ResNet34 + SEBackbone=ResNet34, Params(M)=21.440, GFLOPs=0.9392025.12 | 77.3 | 77.3 | 74.28 | 69.73 | |
| ResNet34 + CABackbone=ResNet34, Params(M)=21.525, GFLOPs=0.9412025.12 | 77.3 | 77.3 | 73.98 | 69.73 | |
| ResNet34 + BAMBackbone=ResNet34, Params(M)=21.302, GFLOPs=0.9402025.12 | 77.2 | 77.2 | 74.9 | 69.6 | |
| ResNet18 + BAMBackbone=ResNet18, Params(M)=11.194, GFLOPs=0.4592025.12 | 77 | 77 | 73.26 | 69.33 | |
| ResNet18 + DABackbone=ResNet18, Params(M)=11.956, GFLOPs=0.4892025.12 | 76.7 | 76.7 | 74.02 | 68.93 | |
| ResNet18Backbone=ResNet18, Params(M)=11.171, GFLOPs=0.4582025.12 | 76.2 | 76.2 | 73.61 | 68.27 | |
| ResNet34 + SRMBackbone=ResNet34, Params(M)=21.287, GFLOPs=0.9382025.12 | 76.2 | 76.2 | 72.78 | 68.27 | |
| ResNet18 + SRMBackbone=ResNet18, Params(M)=11.175, GFLOPs=0.4582025.12 | 75.3 | 75.3 | 72.36 | 67.07 | |
| ResNet18 + Non-localBackbone=ResNet18, Params(M)=11.956, GFLOPs=0.4892025.12 | 74.7 | 74.7 | 70.5 | 66.27 | |
| ResNet34 + Non-localBackbone=ResNet34, Params(M)=22.698, GFLOPs=1.0002025.12 | 68.3 | 68.3 | 61.77 | 57.33 |