Datasets:
Formats:
imagefolder
Sub-tasks:
multi-class-image-classification
Languages:
English
Size:
1K - 10K
License:
{ | |
"name": "Gilt_posture_dataset", | |
"version": "1.0", | |
"description": "A multimodal dataset for pig posture detection using synchronized RGB and depth images. Includes labels for five pig postures, real-world object height from the floor, and the metadata.", | |
"contributors": [ | |
{ | |
"name": "Anil Bhujel", | |
"email": "[email protected]", | |
"affiliation": "Michigan State University", | |
"role": "Research Associate" | |
} | |
], | |
"date_created": "2025-05-25", | |
"license": "CC BY 4.0", | |
"citation": { | |
"title": "A Computer Vision dataset for Gilts' daily activity monitoring and tracking", | |
"authors": ["Anil Bhujel", "Daniel Morris", "Janice Siegford", "Madonna Benjamin", "Mk Bashar"], | |
"year": 2025, | |
"doi": "To be assigned", | |
"url": "yet to assigned" | |
}, | |
"modalities": [ | |
{ | |
"type": "color", | |
"description": "RGB images from a ceiling-mounted RGB-D camera.", | |
"height": "2.4384 meter", | |
"camera angle": "approx 40 deg", | |
"resolution": "1920x1080", | |
"frame rate": "30", | |
"format": "PNG" | |
}, | |
{ | |
"type": "depth", | |
"description": "Depth images aligned with color, in millimeters.", | |
"resolution": "640x576", | |
"frame rate": "30", | |
"format": "PNG" | |
}, | |
{ | |
"type": "height_map", | |
"description": "Object height from the floor estimated using a floor plane model." | |
} | |
], | |
"annotations": { | |
"posture_labels": ["Feeding", "Lateral_lying", "Sitting", "Standing", "Sternal_lying"], | |
"format": "Yolov11 .txt", | |
"labeling": "Bounding box" | |
}, | |
"data_split": { | |
"train": 0.75, | |
"val": 0.15, | |
"test": 0.1, | |
"criteria": "random" | |
}, | |
"collection": { | |
"sensor_setup": "Orbbec Femto Mega RGB-D cameras mounted at ~8Ft height, angled ~40°", | |
"camera_parameters": "provided as orbbec_parameters.yaml file", | |
"frame_rate": "30 FPS", | |
"synchronization": "Synced with Orbbec sync hub pro", | |
"depth_to_height_conversion": "Using calibrated floor plane model", | |
"rfid_triggered": true, | |
"date_of_recording": "01/08/2025", | |
"recording_window": "07:00 to 14:00", | |
"recording_duration": "Continuous" | |
}, | |
"environment": { | |
"pen_type": "MSU swine research center", | |
"pen_size_meter": [4.8768, 2.4384], | |
"pen_fence_height_meter": 0.825 | |
"floor_type": "Slatted wood", | |
"lighting_conditions": "Artificial, stable intensity", | |
"ventilation": "Mechanical ventilation with air flow" | |
}, | |
"animals": { | |
"breed": ["Purebred Yorkshire", "Exotic-crossbred", "Meishan"], | |
"number_of_animals": "18 (9 per pen)", | |
"age_range_weeks": 24, | |
"expected_delivery_date": "03/08/2025", | |
"tagging_method": "RFID and ear tags" | |
}, | |
"download": { | |
"url": "https://huggingface.co/datasets/anilbhujel/Gilt_posture_dataset", | |
"file_format": "ZIP", | |
"size": "6.7 GB" | |
} | |
} | |