{ "dataset_name": "AI Skating Coach - Clean 64-Class", "version": "1.0", "description": "Figure skating element recognition with 64 classes including multi-jump combinations", "total_samples": 5168, "train_samples": 4161, "test_samples": 1007, "split_ratio": "80/20", "num_classes": 64, "sequence_length": 150, "num_keypoints": 17, "coordinates_per_keypoint": 3, "duration_seconds": 5.0, "fps": 30, "keypoint_format": "COCO 17-point", "data_characteristics": { "no_augmentation": true, "no_class_weights": true, "no_synthetic_samples": true, "combinations_preserved": true, "format": "Pickle (NumPy-compatible, list of arrays)" }, "data_sources": [ "MMFS Dataset: 2D pose from competition videos (4,915 sequences)", "JSON Motion Capture: Professional 3D mocap (253 sequences)" ], "preprocessing_steps": [ "Format unification (142-marker mocap \u2192 17-keypoint COCO)", "Temporal uniform sampling to 150 frames", "Coordinate normalization to [-1, 1]", "Velocity feature computation", "80/20 stratified train/test split" ], "keypoint_definitions": { "0-4": "Head (nose, left_eye, right_eye, left_ear, right_ear)", "5-10": "Upper body (left_shoulder, right_shoulder, left_elbow, right_elbow, left_wrist, right_wrist)", "11-16": "Lower body (left_hip, right_hip, left_knee, right_knee, left_ankle, right_ankle)" } }