Image Classification on Cassava Leaf Disease
98.51AccuracyCA-Dense-SwinV2
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CA-Dense-SwinV2FLOP=14.8, Inf.T (ms)=19.1, Tim/Ep.=9.092026.03 | 98.51 | 98.48 | 98.53 | 98.51 | |
| Dense-SwinV2FLOP=15, Inf.T (ms)=19.8, Tim/Ep.=9.132026.03 | 98.02 | 97.61 | 98.01 | 97.81 | |
| CA-SwinV2FLOP=11, Inf.T (ms)=17.5, Tim/Ep.=6.522026.03 | 97.62 | 97.01 | 97.42 | 97.21 | |
| Customized SwinV2FLOP=9.2, Inf.T (ms)=16, Tim/Ep.=6.852026.03 | 97.01 | 96.37 | 96.99 | 96.56 | |
| DensNet-201FLOP=8, Inf.T (ms)=14.3, Tim/Ep.=6.192026.03 | 96.73 | 96.2 | 96.06 | 96.13 | |
| SwinTFLOP=8.7, Inf.T (ms)=14.8, Tim/Ep.=6.392026.03 | 96.69 | 96.18 | 96.04 | 96.11 | |
| MobileViTFLOP=4.6, Inf.T (ms)=10.5, Tim/Ep.=4.922026.03 | 96.48 | 95.77 | 95.93 | 95.85 | |
| TinyViTFLOP=6, Inf.T (ms)=12.5, Tim/Ep.=6.282026.03 | 95.86 | 95.33 | 94.48 | 94.9 | |
| VGG-16FLOP=4.3, Inf.T (ms)=6.1, Tim/Ep.=4.072026.03 | 95.62 | 95.11 | 94.2 | 94.65 | |
| ResNet-18FLOP=3.6, Inf.T (ms)=7.9, Tim/Ep.=4.812026.03 | 95.44 | 95.2 | 95.36 | 95.28 | |
| LocalViTFLOP=5, Inf.T (ms)=12, Tim/Ep.=6.222026.03 | 94.67 | 94.1 | 93.52 | 93.81 | |
| DarkNet-53FLOP=12.6, Inf.T (ms)=14.8, Tim/Ep.=5.522026.03 | 94.38 | 94.01 | 92.95 | 93.47 | |
| CrossViTFLOP=4.5, Inf.T (ms)=11.2, Tim/Ep.=6.162026.03 | 94.12 | 93.04 | 93.66 | 93.35 | |
| MobileNet V4FLOP=10.7, Inf.T (ms)=11.5, Tim/Ep.=4.962026.03 | 93.26 | 92.34 | 92.85 | 92.59 | |
| InceptionV3FLOP=5.7, Inf.T (ms)=10.3, Tim/Ep.=5.892026.03 | 92.74 | 92.11 | 91.35 | 91.73 | |
| DINOv3-L2026.03 | 92.62 | — | — | — | |
| SPROUT-L2026.03 | 91.61 | — | — | — | |
| GoogleNetFLOP=1.5, Inf.T (ms)=6.1, Tim/Ep.=5.612026.03 | 91.36 | 90.82 | 88.9 | 89.85 | |
| CLIP-L2026.03 | 90.43 | — | — | — | |
| DINOv2-L2026.03 | 90.34 | — | — | — | |
| MAE-L2026.03 | 89.97 | — | — | — | |
| InceptionResNetV2FLOP=13.1, Inf.T (ms)=12.3, Tim/Ep.=6.722026.03 | 88.05 | 89.44 | 84.52 | 86.91 | |
| EfficientNetB0FLOP=1.39, Inf.T (ms)=5.4, Tim/Ep.=3.852026.03 | 87.42 | 84.31 | 88.1 | 86.16 | |
| ResNet1012026.03 | 47.13 | — | — | — |