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:
| { | |
| "class_definitions": { | |
| "background": { | |
| "class_id": 0, | |
| "pixel_value": 0, | |
| "name": "background", | |
| "description": "Background regions without methane plumes, including ice block and ambient environment", | |
| "color_rgb": [0, 0, 0] | |
| }, | |
| "control_diet": { | |
| "class_id": 1, | |
| "pixel_value": 1, | |
| "name": "control_diet", | |
| "description": "Methane plumes from control diet (50:50 forage to concentrate ratio)", | |
| "gc_range_ppm": "166-171", | |
| "diet_composition": { | |
| "forage_percentage": 50, | |
| "concentrate_percentage": 50, | |
| "description": "Standard dairy cow diet with balanced forage to concentrate ratio" | |
| }, | |
| "color_rgb": [255, 0, 0] | |
| }, | |
| "low_forage_diet": { | |
| "class_id": 2, | |
| "pixel_value": 3, | |
| "name": "low_forage_diet", | |
| "description": "Methane plumes from low forage diet (20:80 forage to concentrate ratio)", | |
| "gc_range_ppm": "300-334", | |
| "diet_composition": { | |
| "forage_percentage": 20, | |
| "concentrate_percentage": 80, | |
| "description": "High-concentrate diet with reduced forage content" | |
| }, | |
| "color_rgb": [0, 255, 0] | |
| }, | |
| "high_forage_diet": { | |
| "class_id": 3, | |
| "pixel_value": 2, | |
| "name": "high_forage_diet", | |
| "description": "Methane plumes from high forage diet (80:20 forage to concentrate ratio)", | |
| "gc_range_ppm": "457-510", | |
| "diet_composition": { | |
| "forage_percentage": 80, | |
| "concentrate_percentage": 20, | |
| "description": "High-forage diet with minimal concentrate supplementation" | |
| }, | |
| "color_rgb": [0, 0, 255] | |
| } | |
| }, | |
| "excluded_classes": { | |
| "control_bromoform": { | |
| "description": "Control diet with bromoform addition (0.14 mg/L)", | |
| "gc_range_ppm": "~1.41", | |
| "exclusion_reason": "Methane concentration below OGI camera detection limit due to bromoform inhibition" | |
| } | |
| }, | |
| "class_mapping": { | |
| "0": "background", | |
| "1": "control_diet", | |
| "2": "low_forage_diet", | |
| "3": "high_forage_diet" | |
| }, | |
| "pixel_to_class_mapping": { | |
| "0": 0, | |
| "1": 1, | |
| "2": 3, | |
| "3": 2 | |
| }, | |
| "total_classes": 4, | |
| "annotation_format": "Binary masks with pixel values 0-3 corresponding to class IDs", | |
| "validation_method": "Gas Chromatography (GC) concentration measurements", | |
| "notes": { | |
| "concentration_correlation": "Class assignments based on measured GC concentration ranges from corresponding dietary treatments", | |
| "mask_generation": "Automated pipeline with background subtraction, thresholding, and watershed segmentation", | |
| "quality_assurance": "Manual verification of automated mask generation results", | |
| "pixel_value_discrepancy": "Class IDs follow paper numbering (Class 2=Low Forage, Class 3=High Forage), but pixel values in masks are swapped (Low Forage=3, High Forage=2). Dataset loader handles this conversion automatically." | |
| } | |
| } |