Image Classification on APS Dataset
0.902AccuracyAPSNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| APSNet2025.12 | 0.902 | 0.777 | 0.777 | 0.775 | |
| GhostNetv2Year=20222025.12 | 0.849 | 0.663 | 0.706 | 0.654 | |
| GhostNetYear=20202025.12 | 0.828 | 0.686 | 0.624 | 0.62 | |
| ResNet50Year=20152025.12 | 0.82 | 0.628 | 0.646 | 0.608 | |
| GhostNetv3Year=20242025.12 | 0.815 | 0.633 | 0.656 | 0.615 | |
| ResNest50Year=20202025.12 | 0.812 | 0.6 | 0.619 | 0.578 | |
| DenseNet201Year=20172025.12 | 0.812 | 0.615 | 0.667 | 0.615 | |
| ShuffleNetv2 x1.0Year=20182025.12 | 0.809 | 0.642 | 0.654 | 0.618 | |
| EfficientNetv2-smallYear=20212025.12 | 0.793 | 0.545 | 0.616 | 0.579 | |
| GoogleNetYear=20142025.12 | 0.792 | 0.62 | 0.635 | 0.609 | |
| AA-TransYear=20232025.12 | 0.775 | 0.576 | 0.575 | 0.549 | |
| FET-FGVCYear=20242025.12 | 0.769 | 0.572 | 0.63 | 0.567 | |
| IELTYear=20232025.12 | 0.766 | 0.534 | 0.61 | 0.543 | |
| MobileNetv3-largeYear=20192025.12 | 0.76 | 0.533 | 0.544 | 0.518 | |
| TranFGYear=20222025.12 | 0.755 | 0.532 | 0.563 | 0.523 | |
| HAVTYear=20232025.12 | 0.753 | 0.564 | 0.584 | 0.547 | |
| VGGNet11_bnYear=20142025.12 | 0.75 | 0.62 | 0.584 | 0.571 | |
| TCFormerYear=20242025.12 | 0.723 | 0.557 | 0.564 | 0.527 | |
| SeaFormerYear=20252025.12 | 0.723 | 0.543 | 0.569 | 0.532 | |
| MobileViT-smallYear=20212025.12 | 0.722 | 0.471 | 0.495 | 0.449 | |
| ViTYear=20202025.12 | 0.683 | 0.538 | 0.517 | 0.495 | |
| CrossFormer++Year=20242025.12 | 0.679 | 0.482 | 0.499 | 0.478 | |
| ConvNext_tinyYear=20222025.12 | 0.664 | 0.448 | 0.442 | 0.437 | |
| Swin tinyYear=20212025.12 | 0.651 | 0.395 | 0.395 | 0.379 | |
| 2DMambaYear=20252025.12 | 0.612 | 0.464 | 0.429 | 0.424 | |
| LOSYear=20252025.12 | 0.582 | 0.498 | 0.552 | 0.449 | |
| MetaFormerYear=20222025.12 | 0.579 | 0.366 | 0.342 | 0.328 | |
| TransXNetYear=20252025.12 | 0.579 | 0.504 | 0.392 | 0.37 | |
| LTRYear=20222025.12 | 0.46 | 0.37 | 0.4 | 0.31 |