dima806/farm_insects_image_detection

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