{ "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" }