smartvision-ai / data /processed /smartvision_dataset /preprocessing_summary.json
Priya Monisha
section-4: preprocessing + augmentation — verified end-to-end
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{
"dataset_stats": {
"classification": {
"train": {
"total": 1725,
"per_class": {
"person": 69,
"bicycle": 69,
"car": 69,
"motorcycle": 69,
"airplane": 69,
"bus": 69,
"truck": 69,
"traffic light": 69,
"stop sign": 69,
"bench": 69,
"bird": 69,
"cat": 69,
"dog": 69,
"horse": 69,
"cow": 69,
"elephant": 69,
"bottle": 69,
"cup": 69,
"bowl": 69,
"pizza": 69,
"cake": 69,
"chair": 69,
"couch": 69,
"potted plant": 69,
"bed": 69
}
},
"val": {
"total": 375,
"per_class": {
"person": 15,
"bicycle": 15,
"car": 15,
"motorcycle": 15,
"airplane": 15,
"bus": 15,
"truck": 15,
"traffic light": 15,
"stop sign": 15,
"bench": 15,
"bird": 15,
"cat": 15,
"dog": 15,
"horse": 15,
"cow": 15,
"elephant": 15,
"bottle": 15,
"cup": 15,
"bowl": 15,
"pizza": 15,
"cake": 15,
"chair": 15,
"couch": 15,
"potted plant": 15,
"bed": 15
}
},
"test": {
"total": 400,
"per_class": {
"person": 16,
"bicycle": 16,
"car": 16,
"motorcycle": 16,
"airplane": 16,
"bus": 16,
"truck": 16,
"traffic light": 16,
"stop sign": 16,
"bench": 16,
"bird": 16,
"cat": 16,
"dog": 16,
"horse": 16,
"cow": 16,
"elephant": 16,
"bottle": 16,
"cup": 16,
"bowl": 16,
"pizza": 16,
"cake": 16,
"chair": 16,
"couch": 16,
"potted plant": 16,
"bed": 16
}
},
"total": 2500
},
"detection": {
"train": {
"images": 1550,
"labels": 1550
},
"val": {
"images": 375,
"labels": 375
},
"total_images": 1925
},
"issues": []
},
"image_size": 224,
"imagenet_mean": [
0.485,
0.456,
0.406
],
"imagenet_std": [
0.229,
0.224,
0.225
],
"augmentations_train": [
"RandomHorizontalFlip(p=0.5)",
"RandomRotation(degrees=15)",
"ColorJitter(brightness=0.2, contrast=0.2, saturation=0.1, hue=0.05)",
"RandomZoomOut(side_range=(1.0,1.3), p=0.3)",
"Resize(224,224)",
"Normalize(ImageNet)"
],
"augmentations_eval": [
"Resize(224,224)",
"Normalize(ImageNet)"
],
"yolo_validation": "passed",
"data_yaml": "C:\\Users\\Suba\\Documents\\Data science\\Guvi\\Proj 5 SmartVision AI - Intelligent Multi-Class Object Recognition System\\data\\processed\\smartvision_dataset\\detection\\data.yaml"
}