Datasets:
Tasks:
Image Segmentation
Modalities:
Image
Languages:
English
Size:
1K<n<10K
Tags:
methane-detection
thermal-infrared
agriculture
semantic-segmentation
optical-gas-imaging
environmental-monitoring
License:
File size: 2,498 Bytes
afcfb44 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 |
{
"dataset_statistics": {
"overview": {
"name": "Controlled Diet (CD) Dataset",
"version": "1.0.0",
"total_images": 4885,
"total_masks": 4885,
"total_files": 9770,
"image_format": "PNG",
"mask_format": "PNG",
"image_resolution": "640x480"
},
"split_distribution": {
"train": {
"images": 3905,
"percentage": 79.94,
"class_breakdown": {
"class_1_control": 1079,
"class_2_low_forage": 1268,
"class_3_high_forage": 1558
}
},
"validation": {
"images": 496,
"percentage": 10.15,
"class_breakdown": {
"class_1_control": 138,
"class_2_low_forage": 162,
"class_3_high_forage": 196
}
},
"test": {
"images": 484,
"percentage": 9.91,
"class_breakdown": {
"class_1_control": 133,
"class_2_low_forage": 157,
"class_3_high_forage": 194
}
}
},
"class_statistics": {
"class_1_control": {
"gc_range_ppm": "166-171",
"diet_type": "Control (50:50 F:C)",
"total_images": 1350,
"percentage_of_dataset": 27.63,
"train_images": 1079,
"validation_images": 138,
"test_images": 133
},
"class_2_low_forage": {
"gc_range_ppm": "300-334",
"diet_type": "Low Forage (20:80 F:C)",
"total_images": 1587,
"percentage_of_dataset": 32.49,
"train_images": 1268,
"validation_images": 162,
"test_images": 157
},
"class_3_high_forage": {
"gc_range_ppm": "457-510",
"diet_type": "High Forage (80:20 F:C)",
"total_images": 1948,
"percentage_of_dataset": 39.88,
"train_images": 1558,
"validation_images": 196,
"test_images": 194
}
},
"model_performance_baseline": {
"best_model": "Gasformer",
"best_miou_percent": 85.1,
"best_fscore_percent": 91.72,
"fastest_fps": 64.56,
"most_efficient_gflops": 9.92,
"smallest_params_m": 3.65
},
"collection_metadata": {
"collection_date": "2024",
"location": "Southern Illinois University Carbondale",
"team_members": [
"Mohamed G. Embaby",
"Toqi Tahamid Sarker",
"Amer AbuGhazaleh",
"Khaled R. Ahmed"
]
}
},
"generation_timestamp": "2025-01-19T12:00:00Z",
"statistics_version": "1.0.0"
} |