Image Classification on Fruit-306 (test)
70.49Top-1 AccuracyFruitEnsemble
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FruitEnsembleLatency (ms)=19.8‡2026.05 | 70.49 | 91.5 | |
| DenseNet201Params (M)=20.0, FLOPs (G)=4.4, Latency (ms)=18.22026.05 | 68.5 | 88.02 | |
| InceptionResnetV2Params (M)=55.9, FLOPs (G)=13.2, Latency (ms)=25.62026.05 | 67.34 | 80.62 | |
| ResNet50Params (M)=25.6, FLOPs (G)=4.1, Latency (ms)=12.52026.05 | 65.03 | 86.58 | |
| EfficientNetB7Params (M)=66.3, FLOPs (G)=37.0, Latency (ms)=45.62026.05 | 62.83 | 89.16 | |
| GoogleNetParams (M)=6.8, FLOPs (G)=1.5, Latency (ms)=8.22026.05 | 62.4 | 81.64 | |
| ViT-B/16Params (M)=86.6, FLOPs (G)=17.6, Latency (ms)=32.42026.05 | 59.69 | 88.31 | |
| VGG16Params (M)=138.0, FLOPs (G)=15.5, Latency (ms)=22.42026.05 | 58.6 | 75.95 | |
| XceptionParams (M)=22.9, FLOPs (G)=8.4, Latency (ms)=16.52026.05 | 58.3 | 74.93 | |
| CONVTParams (M)=28.4, FLOPs (G)=6.2, Latency (ms)=15.82026.05 | 58.02 | 78.36 | |
| Qwen-VL-PlusParams (M)=API, FLOPs (G)=API, Latency (ms)=1250†2026.05 | 56.38 | — | |
| Beit largeParams (M)=304.0, FLOPs (G)=63.4, Latency (ms)=55.22026.05 | 53.73 | 67.44 | |
| RVTParams (M)=102.5, FLOPs (G)=24.1, Latency (ms)=36.52026.05 | 53.47 | 72.29 | |
| NasnetLargeParams (M)=88.9, FLOPs (G)=23.6, Latency (ms)=38.22026.05 | 22.28 | 39.14 | |
| Inceptionv3Params (M)=23.8, FLOPs (G)=5.7, Latency (ms)=14.12026.05 | 16.35 | 27.63 |