Datasets:
Tasks:
Video Classification
Formats:
csv
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
medical
License:
configs: | |
- config_name: default | |
default: true | |
data_files: | |
- split: train | |
path: "labels/*.csv" | |
description: "Unified configuration with all fall detection datasets' labels" | |
# Cross-subject (cs) and Cross-validation (cv) base configurations | |
- config_name: cv | |
data_files: | |
- split: train | |
path: "splits/cv/*/train.csv" | |
- split: validation | |
path: "splits/cv/*/val.csv" | |
- split: test | |
path: "splits/cv/*/test.csv" | |
description: "Cross-validation split configuration for all datasets" | |
- config_name: cs | |
data_files: | |
- split: train | |
path: "splits/cs/*/train.csv" | |
- split: validation | |
path: "splits/cs/*/val.csv" | |
- split: test | |
path: "splits/cs/*/test.csv" | |
description: "Cross-subject split configuration for all datasets" | |
# New multi-dataset splits for staged/wild settings | |
- config_name: cs-staged | |
data_files: | |
- split: train | |
path: | |
- "splits/cs/caucafall/train.csv" | |
- "splits/cs/cmdfall/train.csv" | |
- "splits/cs/edf/train.csv" | |
- "splits/cs/gmdcsa24/train.csv" | |
- "splits/cs/le2i/train.csv" | |
- "splits/cs/mcfd/train.csv" | |
- "splits/cs/occu/train.csv" | |
- "splits/cs/up_fall/train.csv" | |
- split: validation | |
path: | |
- "splits/cs/caucafall/val.csv" | |
- "splits/cs/cmdfall/val.csv" | |
- "splits/cs/edf/val.csv" | |
- "splits/cs/gmdcsa24/val.csv" | |
- "splits/cs/le2i/val.csv" | |
- "splits/cs/mcfd/val.csv" | |
- "splits/cs/occu/val.csv" | |
- "splits/cs/up_fall/val.csv" | |
- split: test | |
path: | |
- "splits/cs/caucafall/test.csv" | |
- "splits/cs/cmdfall/test.csv" | |
- "splits/cs/edf/test.csv" | |
- "splits/cs/gmdcsa24/test.csv" | |
- "splits/cs/le2i/test.csv" | |
- "splits/cs/mcfd/test.csv" | |
- "splits/cs/occu/test.csv" | |
- "splits/cs/up_fall/test.csv" | |
description: "Cross-subject splits on staged datasets only (excluding OOPS)" | |
- config_name: cv-staged | |
data_files: | |
- split: train | |
path: | |
- "splits/cv/caucafall/train.csv" | |
- "splits/cv/cmdfall/train.csv" | |
- "splits/cv/edf/train.csv" | |
- "splits/cv/gmdcsa24/train.csv" | |
- "splits/cv/le2i/train.csv" | |
- "splits/cv/mcfd/train.csv" | |
- "splits/cv/occu/train.csv" | |
- "splits/cv/up_fall/train.csv" | |
- split: validation | |
path: | |
- "splits/cv/caucafall/val.csv" | |
- "splits/cv/cmdfall/val.csv" | |
- "splits/cv/edf/val.csv" | |
- "splits/cv/gmdcsa24/val.csv" | |
- "splits/cv/le2i/val.csv" | |
- "splits/cv/mcfd/val.csv" | |
- "splits/cv/occu/val.csv" | |
- "splits/cv/up_fall/val.csv" | |
- split: test | |
path: | |
- "splits/cv/caucafall/test.csv" | |
- "splits/cv/cmdfall/test.csv" | |
- "splits/cv/edf/test.csv" | |
- "splits/cv/gmdcsa24/test.csv" | |
- "splits/cv/le2i/test.csv" | |
- "splits/cv/mcfd/test.csv" | |
- "splits/cv/occu/test.csv" | |
- "splits/cv/up_fall/test.csv" | |
description: "Cross-validation splits on staged datasets only (excluding OOPS)" | |
- config_name: cs-staged-wild | |
data_files: | |
- split: train | |
path: | |
- "splits/cs/caucafall/train.csv" | |
- "splits/cs/cmdfall/train.csv" | |
- "splits/cs/edf/train.csv" | |
- "splits/cs/gmdcsa24/train.csv" | |
- "splits/cs/le2i/train.csv" | |
- "splits/cs/mcfd/train.csv" | |
- "splits/cs/occu/train.csv" | |
- "splits/cs/up_fall/train.csv" | |
- split: validation | |
path: | |
- "splits/cs/caucafall/val.csv" | |
- "splits/cs/cmdfall/val.csv" | |
- "splits/cs/edf/val.csv" | |
- "splits/cs/gmdcsa24/val.csv" | |
- "splits/cs/le2i/val.csv" | |
- "splits/cs/mcfd/val.csv" | |
- "splits/cs/occu/val.csv" | |
- "splits/cs/up_fall/val.csv" | |
- split: test | |
path: "splits/cs/OOPS/test.csv" | |
description: "Train and validate on staged datasets, test on wild (OOPS) dataset with cross-subject splits" | |
- config_name: cv-staged-wild | |
data_files: | |
- split: train | |
path: | |
- "splits/cv/caucafall/train.csv" | |
- "splits/cv/cmdfall/train.csv" | |
- "splits/cv/edf/train.csv" | |
- "splits/cv/gmdcsa24/train.csv" | |
- "splits/cv/le2i/train.csv" | |
- "splits/cv/mcfd/train.csv" | |
- "splits/cv/occu/train.csv" | |
- "splits/cv/up_fall/train.csv" | |
- split: validation | |
path: | |
- "splits/cv/caucafall/val.csv" | |
- "splits/cv/cmdfall/val.csv" | |
- "splits/cv/edf/val.csv" | |
- "splits/cv/gmdcsa24/val.csv" | |
- "splits/cv/le2i/val.csv" | |
- "splits/cv/mcfd/val.csv" | |
- "splits/cv/occu/val.csv" | |
- "splits/cv/up_fall/val.csv" | |
- split: test | |
path: "splits/cv/OOPS/test.csv" | |
description: "Train and validate on staged datasets, test on wild (OOPS) dataset with cross-validation splits" | |
# Individual dataset configurations | |
- config_name: OOPS | |
data_files: | |
- split: train | |
path: "splits/cs/OOPS/train.csv" | |
- split: validation | |
path: "splits/cs/OOPS/val.csv" | |
- split: test | |
path: "splits/cs/OOPS/test.csv" | |
description: "OOPS dataset with cross-subject splits" | |
- config_name: caucafall | |
data_files: | |
- split: train | |
path: "splits/cs/caucafall/train.csv" | |
- split: validation | |
path: "splits/cs/caucafall/val.csv" | |
- split: test | |
path: "splits/cs/caucafall/test.csv" | |
description: "CaucaFall dataset with cross-subject splits" | |
- config_name: cmdfall | |
data_files: | |
- split: train | |
path: "splits/cs/cmdfall/train.csv" | |
- split: validation | |
path: "splits/cs/cmdfall/val.csv" | |
- split: test | |
path: "splits/cs/cmdfall/test.csv" | |
description: "CMDFall dataset with cross-subject splits" | |
- config_name: edf | |
data_files: | |
- split: train | |
path: "splits/cs/edf/train.csv" | |
- split: validation | |
path: "splits/cs/edf/val.csv" | |
- split: test | |
path: "splits/cs/edf/test.csv" | |
description: "EDF dataset with cross-subject splits" | |
- config_name: gmdcsa24 | |
data_files: | |
- split: train | |
path: "splits/cs/gmdcsa24/train.csv" | |
- split: validation | |
path: "splits/cs/gmdcsa24/val.csv" | |
- split: test | |
path: "splits/cs/gmdcsa24/test.csv" | |
description: "GMDCSA24 dataset with cross-subject splits" | |
- config_name: le2i | |
data_files: | |
- split: train | |
path: "splits/cs/le2i/train.csv" | |
- split: validation | |
path: "splits/cs/le2i/val.csv" | |
- split: test | |
path: "splits/cs/le2i/test.csv" | |
description: "LE2I dataset with cross-subject splits" | |
- config_name: mcfd | |
data_files: | |
- split: train | |
path: "splits/cs/mcfd/train.csv" | |
- split: validation | |
path: "splits/cs/mcfd/val.csv" | |
- split: test | |
path: "splits/cs/mcfd/test.csv" | |
description: "MCFD dataset with cross-subject splits" | |
- config_name: occu | |
data_files: | |
- split: train | |
path: "splits/cs/occu/train.csv" | |
- split: validation | |
path: "splits/cs/occu/val.csv" | |
- split: test | |
path: "splits/cs/occu/test.csv" | |
description: "OCCU dataset with cross-subject splits" | |
- config_name: up_fall | |
data_files: | |
- split: train | |
path: "splits/cs/up_fall/train.csv" | |
- split: validation | |
path: "splits/cs/up_fall/val.csv" | |
- split: test | |
path: "splits/cs/up_fall/test.csv" | |
description: "UP-Fall dataset with cross-subject splits" | |