Datasets:
OmniFall Configuration Reference
All configurations are loaded via:
from datasets import load_dataset
ds = load_dataset("simplexsigil2/omnifall", "<config_name>")
Labels (no train/val/test splits)
| Config | Description |
|---|---|
labels (default) |
All staged + OOPS labels (52,618 segments, 7 columns) |
labels-syn |
OF-Syn labels with demographic metadata (19,228 segments, 19 columns) |
metadata-syn |
OF-Syn video-level metadata (12,000 videos) |
framewise-syn |
OF-Syn frame-wise labels (81 labels per video) |
Same-Domain Configs
OF-Staged
| Config | Description |
|---|---|
of-sta-cs |
8 staged datasets, cross-subject splits |
of-sta-cv |
8 staged datasets, cross-view splits |
OF-ItW
| Config | Description |
|---|---|
of-itw |
OOPS-Fall in-the-wild genuine accidents |
Video loading requires the omnifall companion package (pip install omnifall).
OF-Syn
| Config | Description |
|---|---|
of-syn |
Random 80/10/10 split |
of-syn-cross-age |
Cross-age split (train: adults, test: children/elderly) |
of-syn-cross-ethnicity |
Cross-ethnicity split |
of-syn-cross-bmi |
Cross-BMI split (train: normal/underweight, test: obese) |
Video loading requires the omnifall companion package.
Cross-Domain Evaluation (to-all)
Train/val from a specific source, test on all datasets (staged test + ItW test + Syn random test). The -cs/-cv suffix controls how the staged portion of the test set is split.
Combined source configs
| Config | Train/val source | Test |
|---|---|---|
of-sta-to-all-cs |
All 8 staged (CS) | All datasets (staged CS + ItW + Syn) |
of-sta-to-all-cv |
All 8 staged (CV) | All datasets (staged CV + ItW + Syn) |
of-syn-to-all-cs |
OF-Syn random | All datasets (staged CS + ItW + Syn) |
of-syn-to-all-cv |
OF-Syn random | All datasets (staged CV + ItW + Syn) |
of-sta-syn-to-all-cs |
Staged CS + OF-Syn | All datasets (staged CS + ItW + Syn) |
of-sta-syn-to-all-cv |
Staged CV + OF-Syn | All datasets (staged CV + ItW + Syn) |
Individual staged dataset configs
| Config pattern | Train/val source |
|---|---|
{dataset}-to-all-cs |
Individual staged dataset (CS split) |
{dataset}-to-all-cv |
Individual staged dataset (CV split) |
Available for: caucafall, cmdfall, edf, gmdcsa24, le2i, mcfd, occu, up_fall.
Note: mcfd-to-all-cs has train only (1 subject, CS val is empty). caucafall-to-all-cv has train only (1 room, CV val is empty).
Aggregate Configs (staged + OOPS combined)
| Config | Description |
|---|---|
cs |
Cross-subject splits for all staged + OOPS |
cv |
Cross-view splits for all staged + OOPS |
Individual Dataset Configs
Each staged dataset with both cross-subject (-cs) and cross-view (-cv) splits:
| CS | CV |
|---|---|
caucafall-cs |
caucafall-cv |
cmdfall-cs |
cmdfall-cv |
edf-cs |
edf-cv |
gmdcsa24-cs |
gmdcsa24-cv |
le2i-cs |
le2i-cv |
mcfd-cs |
mcfd-cv |
occu-cs |
occu-cv |
up_fall-cs |
up_fall-cv |
Note: mcfd-cs has train only (1 subject). caucafall-cv has train only (1 room).
Deprecated Config Names
The following old config names still work but may be removed in a future version:
| Old Name | Use Instead |
|---|---|
cs-staged |
of-sta-cs |
cv-staged |
of-sta-cv |
cs-staged-wild |
of-sta-to-all-cs |
cv-staged-wild |
of-sta-to-all-cv |
of-sta-to-itw-cs |
of-sta-to-all-cs |
of-sta-to-itw-cv |
of-sta-to-all-cv |
of-sta-itw-cs |
of-sta-to-all-cs |
of-sta-itw-cv |
of-sta-to-all-cv |
of-syn-to-itw |
of-syn-to-all-cs |
of-syn-itw |
of-syn-to-all-cs |
of-sta-syn-to-itw-cs |
of-sta-syn-to-all-cs |
of-sta-syn-to-itw-cv |
of-sta-syn-to-all-cv |
OOPS |
of-itw |
caucafall |
caucafall-cs |
cmdfall |
cmdfall-cs |
edf |
edf-cs |
gmdcsa24 |
gmdcsa24-cs |
le2i |
le2i-cs |
mcfd |
mcfd-cs |
occu |
occu-cs |
up_fall |
up_fall-cs |