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

CMU MoBo87,88 (2001)

     

×

 

×

      

Casia89 (2005)

     

×

 

×

      

HDM-0590 (2005)

     

×

        

HumanEva-I92 (2006)

     

×

×

 

×

×

×

   

HumanEva-II92 (2006)

     

×

×

 

×

×

×

   

MSRAction3D93 (2010)

      

×

 

×

×

×

   

RGBD-HuDaAct94 (2011)

×

 

×

        

×

×

×

MSRDailyActivity3D95 (2012)

×

 

×

  

×

    

×

×

  

HMDB-5196 (2011)

×

×

 

×

×

×

  

×

×

×

×

  

UCF10197 (2012)

       

×

    

×

×

HUMAN 3.6 M98,99 (2014)

     

×

 

×

   

×

  

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)

×

 

×

 

×

×

 

×