Brain Tumor Classification on 7K-DS
99.85AccuracyDB-FGA-Net
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DB-FGA-NetNumber of Classes=2-class2025.10 | 99.85 | 99.85 | 99.85 | 99.85 | |
| Dual-Branch Gated Attention NetworkData Augmentation=GAN-aug2025.10 | 99.62 | 99.6 | 99.62 | 99.62 | |
| DB-FGA-NetNumber of Classes=4-class2025.10 | 99.24 | 99.24 | 99.24 | 99.24 | |
| ResNet50V2 + MobileNetV2 + DenseNet1212025.10 | 98.75 | 98.76 | 98.75 | 98.75 | |
| DB-FGA-NetNumber of Classes=3-class2025.10 | 98.68 | 98.69 | 98.68 | 98.68 | |
| Fuzzy Thresholding + DL2025.10 | 98.42 | 98.32 | 98.14 | 98.1 | |
| EfficientNetB0 w/ Dual Reg.2025.10 | 98 | 95 | 98.2 | 95.4 | |
| CNN + FedAvg + FedProx2025.10 | 97.19 | — | — | 97.18 | |
| Dual-Branch Gated Attention NetworkData Augmentation=No aug2025.10 | 96.8 | 96.75 | 96.76 | 96.73 | |
| Dual-Branch Gated Attention NetworkData Augmentation=aug2025.10 | 96.5 | 99.48 | 99.5 | 96.48 | |
| ViT + EfficientNetV2 (Ensemble)2025.10 | 96 | 96 | 96 | 96 |