| ---
|
| license: apache-2.0
|
| metrics:
|
| - accuracy
|
| - f1
|
| base_model:
|
| - google/vit-base-patch16-224-in21k
|
| ---
|
| Returns farm insect type given an image with about 91% accuracy.
|
|
|
| See https://www.kaggle.com/code/dima806/farm-insects-image-detection-vit for more details.
|
|
|
| ```
|
| Classification report:
|
|
|
| precision recall f1-score support
|
|
|
| Fall Armyworms 0.7895 0.3191 0.4545 47
|
| Western Corn Rootworms 0.9787 0.9787 0.9787 47
|
| Colorado Potato Beetles 1.0000 0.9792 0.9895 48
|
| Thrips 0.9762 0.8723 0.9213 47
|
| Corn Earworms 0.9070 0.8125 0.8571 48
|
| Cabbage Loopers 0.9388 0.9583 0.9485 48
|
| Armyworms 0.6143 0.9149 0.7350 47
|
| Brown Marmorated Stink Bugs 1.0000 1.0000 1.0000 48
|
| Tomato Hornworms 0.9792 1.0000 0.9895 47
|
| Citrus Canker 0.9038 1.0000 0.9495 47
|
| Aphids 0.9020 0.9583 0.9293 48
|
| Corn Borers 0.8148 0.9167 0.8627 48
|
| Fruit Flies 1.0000 1.0000 1.0000 48
|
| Africanized Honey Bees (Killer Bees) 1.0000 1.0000 1.0000 48
|
| Spider Mites 0.9167 0.9167 0.9167 48
|
|
|
| accuracy 0.9090 714
|
| macro avg 0.9147 0.9085 0.9022 714
|
| weighted avg 0.9151 0.9090 0.9027 714
|
| ``` |
