Ocular Disease Recognition on CASIA2 NC (test)
81.52AccuracyPCRNet18
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PCRNet18Backbone=ResNet18, Params(M)=11.175, GFLOPs=0.4582025.12 | 81.52 | 79.25 | 78.02 | 75.13 | |
| PCRNet34Backbone=ResNet34, Params(M)=21.286, GFLOPs=0.9382025.12 | 81.2 | 79.74 | 79.54 | 74.82 | |
| ResNet34 + SRMBackbone=ResNet34, Params(M)=21.287, GFLOPs=0.9382025.12 | 79.76 | 76.21 | 73.04 | 72.63 | |
| ResNet34 + SEBackbone=ResNet34, Params(M)=21.440, GFLOPs=0.9392025.12 | 79.49 | 76.59 | 73.62 | 72.29 | |
| ResNet18 + CBAMBackbone=ResNet18, Params(M)=11.260, GFLOPs=0.4582025.12 | 79.2 | 77.62 | 77.2 | 72.14 | |
| ResNet18 + SRMBackbone=ResNet18, Params(M)=11.175, GFLOPs=0.4582025.12 | 78.16 | 76.66 | 76.3 | 70.78 | |
| ResNet18 + BAMBackbone=ResNet18, Params(M)=11.194, GFLOPs=0.4592025.12 | 77.89 | 76.95 | 77.02 | 70.5 | |
| ResNet18Backbone=ResNet18, Params(M)=11.171, GFLOPs=0.4582025.12 | 77.62 | 75.28 | 74.51 | 70.14 | |
| ResNet18 + CABackbone=ResNet18, Params(M)=11.307, GFLOPs=0.4592025.12 | 77.06 | 74.96 | 73.9 | 69.21 | |
| ResNet18 + DABackbone=ResNet18, Params(M)=11.956, GFLOPs=0.4892025.12 | 77.06 | 74.95 | 73.9 | 69.21 | |
| ResNet18 + GEBackbone=ResNet18, Params(M)=11.454, GFLOPs=0.4582025.12 | 76.8 | 76.29 | 76.56 | 69.14 | |
| ResNet34Backbone=ResNet34, Params(M)=21.278, GFLOPs=0.9382025.12 | 76.64 | 75.66 | 75.56 | 68.84 | |
| ResNet34 + GEBackbone=ResNet34, Params(M)=21.794, GFLOPs=0.9392025.12 | 76.61 | 75.73 | 75.91 | 68.82 | |
| ResNet18 + SEBackbone=ResNet18, Params(M)=11.260, GFLOPs=0.4582025.12 | 76.56 | 75.74 | 76.13 | 68.79 | |
| ResNet34 + DABackbone=ResNet34, Params(M)=22.698, GFLOPs=1.0002025.12 | 75.14 | 72.96 | 71.43 | 66.6 | |
| ResNet34 + CABackbone=ResNet34, Params(M)=21.525, GFLOPs=0.9412025.12 | 74.66 | 73.53 | 72.8 | 66.19 | |
| ResNet34 + BAMBackbone=ResNet34, Params(M)=21.302, GFLOPs=0.9402025.12 | 74.15 | 72.86 | 72.47 | 65.48 | |
| ResNet34 + CBAMBackbone=ResNet34, Params(M)=21.440, GFLOPs=0.9392025.12 | 73.65 | 72.53 | 72.04 | 64.86 | |
| ResNet34 + Non-localBackbone=ResNet34, Params(M)=22.698, GFLOPs=1.0002025.12 | 73.56 | 71.48 | 70.2 | 61.06 | |
| ResNet18 + Non-localBackbone=ResNet18, Params(M)=11.956, GFLOPs=0.4892025.12 | 73.16 | 70.98 | 69.71 | 63.89 |