Glaucoma Detection on LAG (test)
95.58AccuracyPCRNet18
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PCRNet18Backbone=ResNet18, Params(M)=11.175, GFLOPs=0.4582025.12 | 95.58 | 95.12 | 95.15 | 90.31 | |
| PCRNet18loss=Cross-Entropy (CE)2025.12 | 95.58 | 95.12 | 95.15 | 90.31 | |
| PCRNet18loss=Integrated Loss (IL)2025.12 | 95.57 | 95.65 | 95.19 | 90.39 | |
| ResNet18 + CBAMBackbone=ResNet18, Params(M)=11.260, GFLOPs=0.4582025.12 | 94.86 | 94.5 | 94.38 | 88.77 | |
| PCRNet34Backbone=ResNet34, Params(M)=21.286, GFLOPs=0.9382025.12 | 94.86 | 94.7 | 94.41 | 88.81 | |
| EfficientNet2025.12 | 94.14 | 93.95 | 93.63 | 87.25 | |
| ResNet18 + SRMBackbone=ResNet18, Params(M)=11.175, GFLOPs=0.4582025.12 | 94.03 | 93.8 | 93.51 | 87.02 | |
| ResNet18 + SEBackbone=ResNet18, Params(M)=11.260, GFLOPs=0.4582025.12 | 93.93 | 93.39 | 93.36 | 86.71 | |
| MDFF2025.12 | 93.9 | 91.8 | 91.5 | 83 | |
| ResNet18Backbone=ResNet18, Params(M)=11.171, GFLOPs=0.4582025.12 | 93.83 | 93.51 | 93.28 | 86.56 | |
| ResNet34 + GEBackbone=ResNet34, Params(M)=21.794, GFLOPs=0.9392025.12 | 93.83 | 93.24 | 93.24 | 86.48 | |
| ResNet34 + SEBackbone=ResNet34, Params(M)=21.440, GFLOPs=0.9392025.12 | 93.72 | 93.3 | 93.15 | 86.3 | |
| ResNet34Backbone=ResNet34, Params(M)=21.278, GFLOPs=0.9382025.12 | 93.62 | 92.75 | 92.98 | 85.96 | |
| ResNet34 + SRMBackbone=ResNet34, Params(M)=21.287, GFLOPs=0.9382025.12 | 93.62 | 93.55 | 93.09 | 86.18 | |
| ResNet34 + CBAMBackbone=ResNet34, Params(M)=21.440, GFLOPs=0.9392025.12 | 93.62 | 92.62 | 92.96 | 85.92 | |
| ResNet18 + GEBackbone=ResNet18, Params(M)=11.454, GFLOPs=0.4582025.12 | 93.42 | 92.46 | 92.74 | 85.49 | |
| ResNet18 + BAMBackbone=ResNet18, Params(M)=11.194, GFLOPs=0.4592025.12 | 93.42 | 93.12 | 92.84 | 85.68 | |
| ResNet34 + BAMBackbone=ResNet34, Params(M)=21.302, GFLOPs=0.9402025.12 | 93.42 | 92.39 | 92.73 | 85.47 | |
| DR-Net2025.12 | 93.42 | 92.66 | 92.77 | 85.54 | |
| ResNet18 + CABackbone=ResNet18, Params(M)=11.307, GFLOPs=0.4592025.12 | 93.21 | 92.9 | 92.61 | 85.23 | |
| RIRNet2025.12 | 93.11 | 92.75 | 92.5 | 85 | |
| MSCA-Net2025.12 | 93 | 92.01 | 92.29 | 84.58 | |
| ResNet18 + DABackbone=ResNet18, Params(M)=11.956, GFLOPs=0.4892025.12 | 92.8 | 91.65 | 92.04 | 84.08 | |
| ResNet34 + CABackbone=ResNet34, Params(M)=21.525, GFLOPs=0.9412025.12 | 92.7 | 91.77 | 91.97 | 83.93 | |
| FIT-Net2025.12 | 92.28 | 91.39 | 91.52 | 83.04 | |
| ResMLP2025.12 | 91.98 | 90.62 | 91.11 | 82.22 | |
| Swin-T2025.12 | 91.8 | 90.95 | 91.17 | 82.34 | |
| ResNet34 + DABackbone=ResNet34, Params(M)=22.698, GFLOPs=1.0002025.12 | 90.64 | 89.32 | 89.66 | 79.32 | |
| ViT2025.12 | 89.92 | 89.56 | 89.09 | 78.18 | |
| ResNet18 + Non-localBackbone=ResNet18, Params(M)=11.956, GFLOPs=0.4892025.12 | 89.2 | 88.14 | 88.17 | 76.33 | |
| CNN2025.12 | 89.2 | 90.6 | — | — | |
| ResNet34 + Non-localBackbone=ResNet34, Params(M)=22.698, GFLOPs=1.0002025.12 | 86.21 | 84.97 | 84.73 | 69.85 |