Crop Pest Recognition on AgriInsect
90.15AccuracyPestVL-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PestVL-NetInput Resolution=224x224, Training Mode=From scratch2026.04 | 90.15 | 90.88 | 90.19 | 90.51 | |
| DFLInput Resolution=224x224, Training Mode=From scratch2026.04 | 85.13 | 86.8 | 85.74 | 86.7 | |
| SeaFormerInput Resolution=224x224, Training Mode=From scratch2026.04 | 83.66 | 84.71 | 83.95 | 85.08 | |
| Swin-TInput Resolution=224x224, Training Mode=From scratch2026.04 | 82.24 | 83.28 | 82.48 | 84.93 | |
| TransXNetInput Resolution=224x224, Training Mode=From scratch2026.04 | 80.67 | 81.81 | 81.04 | 81.95 | |
| ResNet-50Input Resolution=224x224, Training Mode=From scratch2026.04 | 80.34 | 81.68 | 80.74 | 82.91 | |
| ResNet-18Input Resolution=224x224, Training Mode=From scratch2026.04 | 80.29 | 81.95 | 80.9 | 82 | |
| ResNeXt-50Input Resolution=224x224, Training Mode=From scratch2026.04 | 79.2 | 80.35 | 79.54 | 81.95 | |
| VMamba-BInput Resolution=224x224, Training Mode=From scratch2026.04 | 66.75 | 69.24 | 67.72 | 66.87 | |
| UniFormerInput Resolution=224x224, Training Mode=From scratch2026.04 | 65.75 | 67.53 | 65.98 | 59.01 | |
| AlexNetInput Resolution=224x224, Training Mode=From scratch2026.04 | 64.14 | 65.16 | 64.33 | 62.31 | |
| GoogLeNetInput Resolution=224x224, Training Mode=From scratch2026.04 | 52.19 | 53.72 | 52.74 | 52.92 | |
| VGG16Input Resolution=224x224, Training Mode=From scratch2026.04 | 43.72 | 44.13 | 43.86 | 33.14 |