Table 2 Selected activities and transitions labelled in benchmark human activity recognition datasets.
From: A multimodal dataset of real world mobility activities in Parkinson’s disease
Dataset | Transitions | Activities | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Sit-to-stand | Turn | Lie down/get up | Fall | Ascend/descend stairs | Walk | Jog | Loaded-walk | Gesture | Punch/hit | Throw/catch | Eat/drink | Clean/cook | Hygiene/dressing | |
× | × | |||||||||||||
Casia89 (2005) | × | × | ||||||||||||
HDM-0590 (2005) | × | |||||||||||||
HumanEva-I92 (2006) | × | × | × | × | × | |||||||||
HumanEva-II92 (2006) | × | × | × | × | × | |||||||||
MSRAction3D93 (2010) | × | × | × | × | ||||||||||
RGBD-HuDaAct94 (2011) | × | × | × | × | × | |||||||||
MSRDailyActivity3D95 (2012) | × | × | × | × | × | |||||||||
HMDB-5196 (2011) | × | × | × | × | × | × | × | × | × | |||||
UCF10197 (2012) | × | × | × | |||||||||||
× | × | × | ||||||||||||
MPI-INF-3DHP100 (2017) | × | × | × | × | ||||||||||
OU-isr gait DB101 (2017) | × | |||||||||||||
JTA102 (2018) | × | × | × | |||||||||||
DU-MD104 (2018) | × | × | × | × | ||||||||||
KIMORE105 (2019) | × | |||||||||||||
Up-Fall106 (2019) | × | × | ||||||||||||
FallAllD107 (2020) | × | × | × | × | × | × | ||||||||
VISTA108 (2022) | × | × | × | × | ||||||||||
Sphere Challenge (2023) | × | × | × | × | × | |||||||||