Epoch [0], last_lr: 0.00812, train_loss: 1.5222, val_loss: 2.1334, val_acc: 0.4786 Epoch [1], last_lr: 0.00000, train_loss: 0.4980, val_loss: 0.2209, val_acc: 0.9344 CPU times: user 2h 15s, sys: 2h 6min 31s, total: 4h 6min 46s Wall time: 4h 6min 41s
CPU times: total: 2min 29s Wall time: 3min 11s Epoch [0], last_lr: 0.00812, train_loss: 1.8254, val_loss: 3.5677, val_acc: 0.3110 Epoch [1], last_lr: 0.00000, train_loss: 0.9746, val_loss: 0.5613, val_acc: 0.8521 CPU times: total: 5min 10s Wall time: 1h 33min 29s
Classification Report:
precision recall f1-score support
Apple___Apple_scab 0.93 0.81 0.86 504
Apple___Black_rot 0.91 0.91 0.91 497
Apple___Cedar_apple_rust 0.83 0.83 0.83 440
Apple___healthy 0.84 0.85 0.84 502
Blueberry___healthy 0.85 0.88 0.87 454
Cherry_(including_sour)___Powdery_mildew 0.80 0.92 0.85 421
Cherry_(including_sour)___healthy 0.81 0.92 0.86 456
Corn_(maize)__Cercospora_leaf_spot Gray_leaf_spot 0.96 0.67 0.79 410 Corn(maize)_Common_rust 0.88 0.98 0.93 477 Corn(maize)__Northern_Leaf_Blight 0.78 0.95 0.86 477 Corn(maize)healthy 0.95 0.98 0.97 465 Grape___Black_rot 0.82 0.73 0.77 472 Grape___Esca(Black_Measles) 0.91 0.91 0.91 480 Grape___Leaf_blight(Isariopsis_Leaf_Spot) 0.93 0.93 0.93 430 Grape___healthy 0.81 0.88 0.84 423 Orange___Haunglongbing(Citrus_greening) 0.81 0.90 0.85 503 Peach___Bacterial_spot 0.83 0.76 0.79 459 Peach___healthy 0.88 0.97 0.92 432 Pepper,_bell___Bacterial_spot 0.82 0.85 0.84 478 Pepper,_bell___healthy 0.85 0.68 0.76 497 Potato___Early_blight 0.88 0.96 0.92 485 Potato___Late_blight 0.74 0.90 0.81 485 Potato___healthy 0.78 0.86 0.82 456 Raspberry___healthy 0.95 0.82 0.88 445 Soybean___healthy 0.80 0.89 0.84 505 Squash___Powdery_mildew 0.93 0.94 0.93 434 Strawberry___Leaf_scorch 0.92 0.95 0.94 444 Strawberry___healthy 0.94 0.97 0.96 456 Tomato___Bacterial_spot 0.86 0.81 0.83 425 Tomato___Early_blight 0.82 0.64 0.72 480 Tomato___Late_blight 0.78 0.57 0.66 463 Tomato___Leaf_Mold 0.82 0.91 0.86 470 Tomato___Septoria_leaf_spot 0.88 0.61 0.72 436 Tomato___Spider_mites Two-spotted_spider_mite 0.77 0.86 0.81 435 Tomato___Target_Spot 0.84 0.61 0.71 457 Tomato___Tomato_Yellow_Leaf_Curl_Virus 0.83 0.80 0.82 490 Tomato___Tomato_mosaic_virus 0.85 0.97 0.91 448 Tomato___healthy 0.91 0.98 0.94 481
accuracy 0.85 17572
macro avg 0.85 0.85 0.85 17572
weighted avg 0.85 0.85 0.85 17572
Balanced accuracy score: 0.851779446137099
Epoch [0], last_lr: 0.00081, train_loss: 1.2162, val_loss: 0.7683, val_acc: 0.7798 Epoch [1], last_lr: 0.00000, train_loss: 0.3286, val_loss: 0.0958, val_acc: 0.9738 CPU times: user 1h 37min 58s, sys: 1h 47min 29s, total: 3h 25min 28s Wall time: 3h 24min 58s
CPU times: user 8min 4s, sys: 3.48 s, total: 8min 7s Wall time: 8min 2s Epoch [0], last_lr: 0.00081, train_loss: 1.2162, val_loss: 0.7683, val_acc: 0.7798 Epoch [1], last_lr: 0.00000, train_loss: 0.3286, val_loss: 0.0958, val_acc: 0.9738 CPU times: user 1h 37min 58s, sys: 1h 47min 29s, total: 3h 25min 28s Wall time: 3h 24min 58s
Classification Report:
precision recall f1-score support
Apple___Apple_scab 0.94 0.95 0.95 504
Apple___Black_rot 0.97 0.96 0.97 497
Apple___Cedar_apple_rust 0.95 0.92 0.93 440
Apple___healthy 0.88 0.94 0.91 502
Blueberry___healthy 0.95 0.96 0.95 454
Cherry_(including_sour)___Powdery_mildew 0.91 0.96 0.93 421
Cherry_(including_sour)___healthy 0.92 0.99 0.95 456
Corn_(maize)__Cercospora_leaf_spot Gray_leaf_spot 0.98 0.82 0.89 410 Corn(maize)_Common_rust 0.95 0.99 0.97 477 Corn(maize)__Northern_Leaf_Blight 0.86 0.97 0.91 477 Corn(maize)healthy 0.98 0.97 0.97 465 Grape___Black_rot 0.93 0.91 0.92 472 Grape___Esca(Black_Measles) 0.97 0.95 0.96 480 Grape___Leaf_blight(Isariopsis_Leaf_Spot) 0.99 0.98 0.98 430 Grape___healthy 0.94 0.96 0.95 423 Orange___Haunglongbing(Citrus_greening) 0.91 0.97 0.94 503 Peach___Bacterial_spot 0.94 0.85 0.89 459 Peach___healthy 0.86 0.98 0.92 432 Pepper,_bell___Bacterial_spot 0.93 0.94 0.93 478 Pepper,_bell___healthy 0.93 0.86 0.89 497 Potato___Early_blight 0.99 0.98 0.98 485 Potato___Late_blight 0.89 0.91 0.90 485 Potato___healthy 0.95 0.91 0.93 456 Raspberry___healthy 0.95 0.97 0.96 445 Soybean___healthy 0.94 0.93 0.93 505 Squash___Powdery_mildew 0.96 0.98 0.97 434 Strawberry___Leaf_scorch 0.98 0.99 0.99 444 Strawberry___healthy 0.96 1.00 0.98 456 Tomato___Bacterial_spot 0.92 0.91 0.91 425 Tomato___Early_blight 0.89 0.84 0.87 480 Tomato___Late_blight 0.85 0.75 0.80 463 Tomato___Leaf_Mold 0.92 0.96 0.94 470 Tomato___Septoria_leaf_spot 0.94 0.84 0.89 436 Tomato___Spider_mites Two-spotted_spider_mite 0.89 0.95 0.92 435 Tomato___Target_Spot 0.94 0.87 0.90 457 Tomato___Tomato_Yellow_Leaf_Curl_Virus 0.95 0.97 0.96 490 Tomato___Tomato_mosaic_virus 0.97 0.94 0.95 448 Tomato___healthy 0.97 0.98 0.98 481
accuracy 0.93 17572
macro avg 0.94 0.93 0.93 17572
weighted avg 0.94 0.93 0.93 17572
Balanced accuracy score: 0.9341941003488756
Epoch [0], last_lr: 0.00081, train_loss: 1.3363, val_loss: 1.0431, val_acc: 0.7080 Epoch [1], last_lr: 0.00000, train_loss: 0.4515, val_loss: 0.1512, val_acc: 0.9611 CPU times: user 1h 34min 4s, sys: 1h 47min 8s, total: 3h 21min 12s Wall time: 3h 20min 42s
Classification Report:
precision recall f1-score support
Apple___Apple_scab 0.96 0.98 0.97 504
Apple___Black_rot 0.99 0.97 0.98 497
Apple___Cedar_apple_rust 0.96 0.98 0.97 440
Apple___healthy 0.95 0.98 0.97 502
Blueberry___healthy 0.96 0.99 0.97 454
Cherry_(including_sour)___Powdery_mildew 0.96 0.95 0.95 421
Cherry_(including_sour)___healthy 0.96 1.00 0.98 456
Corn_(maize)__Cercospora_leaf_spot Gray_leaf_spot 0.97 0.89 0.92 410 Corn(maize)_Common_rust 0.95 0.99 0.97 477 Corn(maize)__Northern_Leaf_Blight 0.90 0.96 0.93 477 Corn(maize)healthy 0.99 0.98 0.99 465 Grape___Black_rot 0.97 0.96 0.96 472 Grape___Esca(Black_Measles) 0.98 0.97 0.98 480 Grape___Leaf_blight(Isariopsis_Leaf_Spot) 1.00 0.98 0.99 430 Grape___healthy 0.97 0.99 0.98 423 Orange___Haunglongbing(Citrus_greening) 0.95 0.98 0.97 503 Peach___Bacterial_spot 1.00 0.97 0.98 459 Peach___healthy 0.96 0.99 0.97 432 Pepper,_bell___Bacterial_spot 0.96 0.99 0.97 478 Pepper,_bell___healthy 0.99 0.95 0.97 497 Potato___Early_blight 1.00 0.99 0.99 485 Potato___Late_blight 0.92 0.95 0.94 485 Potato___healthy 0.98 0.97 0.97 456 Raspberry___healthy 0.98 0.97 0.97 445 Soybean___healthy 0.98 0.96 0.97 505 Squash___Powdery_mildew 0.98 1.00 0.99 434 Strawberry___Leaf_scorch 0.98 0.99 0.99 444 Strawberry___healthy 0.97 1.00 0.98 456 Tomato___Bacterial_spot 0.94 0.91 0.93 425 Tomato___Early_blight 0.92 0.87 0.89 480 Tomato___Late_blight 0.90 0.75 0.82 463 Tomato___Leaf_Mold 0.91 0.99 0.95 470 Tomato___Septoria_leaf_spot 0.97 0.93 0.95 436 Tomato___Spider_mites Two-spotted_spider_mite 0.90 0.98 0.94 435 Tomato___Target_Spot 0.95 0.89 0.92 457 Tomato___Tomato_Yellow_Leaf_Curl_Virus 0.97 0.97 0.97 490 Tomato___Tomato_mosaic_virus 0.98 1.00 0.99 448 Tomato___healthy 0.97 0.99 0.98 481
accuracy 0.96 17572
macro avg 0.96 0.96 0.96 17572
weighted avg 0.96 0.96 0.96 17572
Balanced accuracy score: 0.9609258795058804
Epoch [0], last_lr: 0.08117, train_loss: 2.1637, val_loss: 1.6486, val_acc: 0.5037 Epoch [1], last_lr: 0.00000, train_loss: 1.1623, val_loss: 0.6520, val_acc: 0.8200 CPU times: total: 5min 35s Wall time: 1h 37min 21s
Classification Report:
precision recall f1-score support
Apple___Apple_scab 0.88 0.77 0.82 504
Apple___Black_rot 0.92 0.87 0.89 497
Apple___Cedar_apple_rust 0.80 0.83 0.82 440
Apple___healthy 0.80 0.81 0.81 502
Blueberry___healthy 0.83 0.89 0.86 454
Cherry_(including_sour)___Powdery_mildew 0.84 0.84 0.84 421
Cherry_(including_sour)___healthy 0.79 0.91 0.84 456
Corn_(maize)__Cercospora_leaf_spot Gray_leaf_spot 0.87 0.65 0.74 410 Corn(maize)_Common_rust 0.87 0.94 0.90 477 Corn(maize)__Northern_Leaf_Blight 0.77 0.92 0.84 477 Corn(maize)healthy 0.97 0.99 0.98 465 Grape___Black_rot 0.78 0.83 0.81 472 Grape___Esca(Black_Measles) 0.91 0.88 0.89 480 Grape___Leaf_blight(Isariopsis_Leaf_Spot) 0.89 0.86 0.87 430 Grape___healthy 0.75 0.83 0.79 423 Orange___Haunglongbing(Citrus_greening) 0.83 0.95 0.89 503 Peach___Bacterial_spot 0.85 0.63 0.72 459 Peach___healthy 0.75 0.97 0.85 432 Pepper,_bell___Bacterial_spot 0.81 0.73 0.77 478 Pepper,_bell___healthy 0.78 0.59 0.67 497 Potato___Early_blight 0.85 0.97 0.91 485 Potato___Late_blight 0.71 0.84 0.77 485 Potato___healthy 0.83 0.77 0.80 456 Raspberry___healthy 0.83 0.83 0.83 445 Soybean___healthy 0.74 0.90 0.81 505 Squash___Powdery_mildew 0.92 0.93 0.92 434 Strawberry___Leaf_scorch 0.95 0.95 0.95 444 Strawberry___healthy 0.88 0.96 0.92 456 Tomato___Bacterial_spot 0.76 0.79 0.77 425 Tomato___Early_blight 0.71 0.61 0.66 480 Tomato___Late_blight 0.71 0.43 0.54 463 Tomato___Leaf_Mold 0.81 0.79 0.80 470 Tomato___Septoria_leaf_spot 0.71 0.52 0.60 436 Tomato___Spider_mites Two-spotted_spider_mite 0.74 0.81 0.77 435 Tomato___Target_Spot 0.76 0.62 0.68 457 Tomato___Tomato_Yellow_Leaf_Curl_Virus 0.81 0.85 0.83 490 Tomato___Tomato_mosaic_virus 0.87 0.89 0.88 448 Tomato___healthy 0.88 0.97 0.92 481
accuracy 0.82 17572
macro avg 0.82 0.82 0.81 17572
weighted avg 0.82 0.82 0.82 17572
Balanced accuracy score: 0.8192449743357362
Epoch [0], last_lr: 0.00081, train_loss: 1.4255, val_loss: 0.6524, val_acc: 0.8023 Epoch [1], last_lr: 0.00000, train_loss: 0.3694, val_loss: 0.0905, val_acc: 0.9727 CPU times: total: 9min 56s Wall time: 2h 54min 35s
Classification Report:
precision recall f1-score support
Apple___Apple_scab 0.99 0.98 0.98 504
Apple___Black_rot 0.99 1.00 0.99 497
Apple___Cedar_apple_rust 0.95 0.98 0.96 440
Apple___healthy 0.98 0.98 0.98 502
Blueberry___healthy 0.97 0.99 0.98 454
Cherry_(including_sour)___Powdery_mildew 0.99 0.97 0.98 421
Cherry_(including_sour)___healthy 0.99 1.00 1.00 456
Corn_(maize)__Cercospora_leaf_spot Gray_leaf_spot 0.91 0.93 0.92 410 Corn(maize)_Common_rust 0.96 1.00 0.98 477 Corn(maize)__Northern_Leaf_Blight 0.95 0.92 0.94 477 Corn(maize)healthy 1.00 1.00 1.00 465 Grape___Black_rot 0.97 0.99 0.98 472 Grape___Esca(Black_Measles) 0.99 0.98 0.99 480 Grape___Leaf_blight(Isariopsis_Leaf_Spot) 1.00 0.98 0.99 430 Grape___healthy 0.99 1.00 0.99 423 Orange___Haunglongbing(Citrus_greening) 0.98 0.98 0.98 503 Peach___Bacterial_spot 0.97 0.98 0.97 459 Peach___healthy 0.96 1.00 0.98 432 Pepper,_bell___Bacterial_spot 0.98 0.98 0.98 478 Pepper,_bell___healthy 1.00 0.98 0.99 497 Potato___Early_blight 0.99 0.99 0.99 485 Potato___Late_blight 0.90 0.98 0.94 485 Potato___healthy 0.99 0.99 0.99 456 Raspberry___healthy 0.99 0.98 0.98 445 Soybean___healthy 0.99 0.99 0.99 505 Squash___Powdery_mildew 1.00 1.00 1.00 434 Strawberry___Leaf_scorch 1.00 0.99 0.99 444 Strawberry___healthy 1.00 1.00 1.00 456 Tomato___Bacterial_spot 0.97 0.97 0.97 425 Tomato___Early_blight 0.92 0.90 0.91 480 Tomato___Late_blight 0.94 0.81 0.87 463 Tomato___Leaf_Mold 0.97 0.99 0.98 470 Tomato___Septoria_leaf_spot 0.98 0.93 0.95 436 Tomato___Spider_mites Two-spotted_spider_mite 0.96 0.98 0.97 435 Tomato___Target_Spot 0.97 0.89 0.93 457 Tomato___Tomato_Yellow_Leaf_Curl_Virus 0.98 0.99 0.98 490 Tomato___Tomato_mosaic_virus 0.97 1.00 0.98 448 Tomato___healthy 0.95 0.99 0.97 481
accuracy 0.97 17572
macro avg 0.97 0.97 0.97 17572
weighted avg 0.97 0.97 0.97 17572
Balanced accuracy score: 0.9726286225729968
Epoch [0], last_lr: 0.00081, train_loss: 1.4941, val_loss: 0.4674, val_acc: 0.8466 Epoch [1], last_lr: 0.00000, train_loss: 0.2192, val_loss: 0.0715, val_acc: 0.9771 CPU times: total: 54.2 s Wall time: 11min 42s
Classification Report:
precision recall f1-score support
Apple___Apple_scab 0.99 0.99 0.99 504
Apple___Black_rot 1.00 0.99 1.00 497
Apple___Cedar_apple_rust 0.98 0.98 0.98 440
Apple___healthy 0.96 0.99 0.98 502
Blueberry___healthy 0.98 0.98 0.98 454
Cherry_(including_sour)___Powdery_mildew 0.99 0.99 0.99 421
Cherry_(including_sour)___healthy 0.98 0.99 0.99 456
Corn_(maize)__Cercospora_leaf_spot Gray_leaf_spot 0.97 0.93 0.95 410 Corn(maize)_Common_rust 0.99 0.99 0.99 477 Corn(maize)__Northern_Leaf_Blight 0.94 0.98 0.96 477 Corn(maize)healthy 1.00 1.00 1.00 465 Grape___Black_rot 0.99 0.94 0.97 472 Grape___Esca(Black_Measles) 0.99 0.98 0.99 480 Grape___Leaf_blight(Isariopsis_Leaf_Spot) 0.95 1.00 0.97 430 Grape___healthy 0.99 1.00 0.99 423 Orange___Haunglongbing(Citrus_greening) 0.99 1.00 0.99 503 Peach___Bacterial_spot 0.99 0.99 0.99 459 Peach___healthy 0.98 1.00 0.99 432 Pepper,_bell___Bacterial_spot 0.98 0.97 0.97 478 Pepper,_bell___healthy 0.99 0.94 0.96 497 Potato___Early_blight 0.99 1.00 0.99 485 Potato___Late_blight 0.97 0.98 0.98 485 Potato___healthy 0.99 0.98 0.98 456 Raspberry___healthy 0.99 0.99 0.99 445 Soybean___healthy 0.98 0.98 0.98 505 Squash___Powdery_mildew 1.00 1.00 1.00 434 Strawberry___Leaf_scorch 1.00 0.99 0.99 444 Strawberry___healthy 0.99 1.00 1.00 456 Tomato___Bacterial_spot 0.96 0.96 0.96 425 Tomato___Early_blight 0.96 0.90 0.93 480 Tomato___Late_blight 0.93 0.94 0.93 463 Tomato___Leaf_Mold 0.98 0.99 0.99 470 Tomato___Septoria_leaf_spot 0.96 0.94 0.95 436 Tomato___Spider_mites Two-spotted_spider_mite 0.92 0.98 0.95 435 Tomato___Target_Spot 0.95 0.89 0.92 457 Tomato___Tomato_Yellow_Leaf_Curl_Virus 0.98 0.99 0.98 490 Tomato___Tomato_mosaic_virus 0.98 1.00 0.99 448 Tomato___healthy 0.98 0.99 0.99 481
accuracy 0.98 17572
macro avg 0.98 0.98 0.98 17572
weighted avg 0.98 0.98 0.98 17572
Balanced accuracy score: 0.9770061938826758
