Datasets:
Tasks:
Video Classification
Formats:
csv
Sub-tasks:
multi-class-image-classification
Languages:
English
Size:
10K - 100K
License:
| { | |
| "action_id_map": { | |
| "01_patient_lying_on_bed": 1, | |
| "02_standing_up_from_bed": 2, | |
| "03_fall_from_standing": 3, | |
| "04_patient_sitting_up_from_bed": 4, | |
| "05_persistent_coughing": 5, | |
| "06_eating_food_with_tray": 6, | |
| "07_taking_medicine": 7, | |
| "08_walking_with_walker": 8, | |
| "09_removing_oxygen_equipment": 9, | |
| "10_choking_on_food": 10, | |
| "11_patient_involuntary_movements": 11, | |
| "12_tampering_iv_lines_catheter": 12, | |
| "13_walking_with_normal_gait": 13, | |
| "14_wheelchair_seated": 14, | |
| "15_nausea_vomiting": 15, | |
| "16_walking_abnormal_gait": 16, | |
| "17_patient_chest_distress": 17, | |
| "18_scratching_body": 18, | |
| "19_using_phone_tablet": 19, | |
| "20_bedside_self_directed_exercise": 20, | |
| "21_headache_distress": 21, | |
| "22_gesturing_hand_waving": 22, | |
| "23_covering_face_with_hands": 23 | |
| }, | |
| "semantic_hierarchy": { | |
| "Mobility": { | |
| "fine_grained_classes": 6, | |
| "total_videos": 654, | |
| "classes": [ | |
| "13_walking_with_normal_gait", | |
| "16_walking_abnormal_gait", | |
| "08_walking_with_walker", | |
| "02_standing_up_from_bed", | |
| "04_patient_sitting_up_from_bed", | |
| "03_fall_from_standing" | |
| ] | |
| }, | |
| "Resting": { | |
| "fine_grained_classes": 2, | |
| "total_videos": 713, | |
| "classes": [ | |
| "01_patient_lying_on_bed", | |
| "14_wheelchair_seated" | |
| ] | |
| }, | |
| "Feeding": { | |
| "fine_grained_classes": 3, | |
| "total_videos": 405, | |
| "classes": [ | |
| "06_eating_food_with_tray", | |
| "07_taking_medicine", | |
| "10_choking_on_food" | |
| ] | |
| }, | |
| "Distress_Pain": { | |
| "fine_grained_classes": 3, | |
| "total_videos": 604, | |
| "classes": [ | |
| "11_patient_involuntary_movements ", | |
| "17_patient_chest_distress", | |
| "21_headache_distress", | |
| "15_nausea_vomiting" | |
| ] | |
| }, | |
| "Hand_Upper_Body_Activity": { | |
| "fine_grained_classes": 6, | |
| "total_videos": 677, | |
| "classes": [ | |
| "18_scratching_body", | |
| "22_gesturing_hand_waving", | |
| "23_covering_face_with_hands", | |
| "19_using_phone_tablet", | |
| "20_bedside_self_directed_exercise", | |
| "05_persistent_coughing" | |
| ] | |
| }, | |
| "Equipment_Interference": { | |
| "fine_grained_classes": 2, | |
| "total_videos": 391, | |
| "classes": [ | |
| "09_removing_oxygen_equipment", | |
| "12_tampering_iv_lines_catheter" | |
| ] | |
| } | |
| }, | |
| "real_life_splits": { | |
| "note": "Non-overlapping proportional splits of real_life_test_set. Classes 09, 10, 12 excluded (no real videos).", | |
| "unseen_classes": [ | |
| "05_persistent_coughing_real", | |
| "18_scratching_body_real", | |
| "23_covering_face_with_hands_real" | |
| ], | |
| "split1000": { | |
| "total_videos": 1002, | |
| "folder": "real_life_test_set/split1000", | |
| "per_class": { | |
| "01_patient_lying_on_bed_real": 9, | |
| "02_standing_up_from_bed_real": 146, | |
| "03_fall_from_standing_real": 35, | |
| "04_patient_sitting_up_from_bed_real": 14, | |
| "05_persistent_coughing_real": 9, | |
| "06_eating_food_with_tray_real": 125, | |
| "07_taking_medicine_real": 161, | |
| "08_walking_with_walker_real": 64, | |
| "11_patient_involuntary_movements_real": 41, | |
| "13_walking_with_normal_gait_real": 146, | |
| "14_wheelchair_seated_real": 16, | |
| "15_nausea_vomiting_real": 40, | |
| "16_walking_abnormal_gait_real": 27, | |
| "17_patient_chest_distress_real": 40, | |
| "18_scratching_body_real": 7, | |
| "19_using_phone_tablet_real": 10, | |
| "20_bedside_self_directed_exercise_real": 23, | |
| "21_headache_distress_real": 40, | |
| "22_gesturing_hand_waving_real": 40, | |
| "23_covering_face_with_hands_real": 9 | |
| } | |
| }, | |
| "split200": { | |
| "total_videos": 195, | |
| "folder": "real_life_test_set/split200", | |
| "note": "Only classes with >= 10 real videos. Classes 05, 18, 23 are unseen (not present).", | |
| "per_class": { | |
| "01_patient_lying_on_bed_real": 2, | |
| "02_standing_up_from_bed_real": 29, | |
| "03_fall_from_standing_real": 7, | |
| "04_patient_sitting_up_from_bed_real": 3, | |
| "06_eating_food_with_tray_real": 25, | |
| "07_taking_medicine_real": 32, | |
| "08_walking_with_walker_real": 13, | |
| "11_patient_involuntary_movements_real": 8, | |
| "13_walking_with_normal_gait_real": 29, | |
| "14_wheelchair_seated_real": 3, | |
| "15_nausea_vomiting_real": 8, | |
| "16_walking_abnormal_gait_real": 6, | |
| "17_patient_chest_distress_real": 8, | |
| "19_using_phone_tablet_real": 2, | |
| "20_bedside_self_directed_exercise_real": 4, | |
| "21_headache_distress_real": 8, | |
| "22_gesturing_hand_waving_real": 8 | |
| } | |
| } | |
| }, | |
| "clinical_significance": { | |
| "Critical": { | |
| "fine_grained_classes": 6, | |
| "total_videos": 881, | |
| "classes": [ | |
| "10_choking_on_food", | |
| "17_patient_chest_distress", | |
| "09_removing_oxygen_equipment", | |
| "03_fall_from_standing", | |
| "12_tampering_iv_lines_catheter", | |
| "11_patient_involuntary_movements" | |
| ] | |
| }, | |
| "Moderate": { | |
| "fine_grained_classes": 4, | |
| "total_videos": 657, | |
| "classes": [ | |
| "05_persistent_coughing", | |
| "15_nausea_vomiting", | |
| "21_headache_distress", | |
| "16_walking_abnormal_gait" | |
| ] | |
| }, | |
| "Low": { | |
| "fine_grained_classes": 12, | |
| "total_videos": 1422, | |
| "classes": [ | |
| "01_patient_lying_on_bed", | |
| "02_standing_up_from_bed", | |
| "04_patient_sitting_up_from_bed", | |
| "06_eating_food_with_tray", | |
| "07_taking_medicine", | |
| "08_walking_with_walker", | |
| "13_walking_with_normal_gait", | |
| "14_wheelchair_seated", | |
| "18_scratching_body", | |
| "19_using_phone_tablet", | |
| "20_bedside_self_directed_exercise", | |
| "22_gesturing_hand_waving", | |
| "23_covering_face_with_hands" | |
| ] | |
| } | |
| } | |
| } |