beans-classifier / eval_results.json
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{
"model": "efficientnet_b0",
"dataset": "AI-Lab-Makerere/beans",
"test_samples": 128,
"classes": [
"angular_leaf_spot",
"bean_rust",
"healthy"
],
"classification_report": {
"angular_leaf_spot": {
"precision": 0.9230769230769231,
"recall": 0.8372093023255814,
"f1-score": 0.8780487804878049,
"support": 43.0
},
"bean_rust": {
"precision": 0.8723404255319149,
"recall": 0.9534883720930233,
"f1-score": 0.9111111111111111,
"support": 43.0
},
"healthy": {
"precision": 0.9761904761904762,
"recall": 0.9761904761904762,
"f1-score": 0.9761904761904762,
"support": 42.0
},
"accuracy": 0.921875,
"macro avg": {
"precision": 0.9238692749331047,
"recall": 0.922296050203027,
"f1-score": 0.9217834559297974,
"support": 128.0
},
"weighted avg": {
"precision": 0.9234605155482816,
"recall": 0.921875,
"f1-score": 0.9213584010840108,
"support": 128.0
}
},
"confusion_matrix": [
[
36,
6,
1
],
[
2,
41,
0
],
[
1,
0,
41
]
],
"macro_f1": 0.9217834559297974,
"accuracy": 0.921875,
"per_class": {
"angular_leaf_spot": {
"precision": 0.9230769230769231,
"recall": 0.8372093023255814,
"f1": 0.8780487804878049,
"support": 43.0
},
"bean_rust": {
"precision": 0.8723404255319149,
"recall": 0.9534883720930233,
"f1": 0.9111111111111111,
"support": 43.0
},
"healthy": {
"precision": 0.9761904761904762,
"recall": 0.9761904761904762,
"f1": 0.9761904761904762,
"support": 42.0
}
},
"holdout_passed": true,
"self_improvement_history": [
{
"round": 1,
"config": {
"epochs": 10,
"lr": 0.0002,
"augment": 1
},
"val_f1": 0.9328,
"test_f1": 0.8762,
"passed": false
},
{
"round": 2,
"config": {
"epochs": 15,
"lr": 0.0001,
"augment": 2
},
"val_f1": 0.924,
"test_f1": 0.9218,
"passed": true
}
],
"winning_round": 2,
"winning_config": {
"epochs": 15,
"lr": 0.0001,
"augment": 2
}
}