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temporal_segmentation

CMU MOCAP DATABASE

w: walking r: running j: jumping d: directing traffic s: soccer b: basketball w: wash window bs: basketball signal

Test Process

  1. Three actions

  2. Simple, non-repeated

    • w1,r1,j1 checked
  3. Simple, repeated

    • w1,r1,j1,w2,r2 checked (step=8000,train_loss=0.0094,test_loss>0.05,error>1.05)
    • w1,r1,j1,w2,w3 checked (step=8000,train_loss=0.0057,test_loss>0.06,error>0.9)
    • w1,r1,j1,w2,r2,j3 checked (step=10000, train_loss=0.0079,test_loss>0.06,error>0.9,total_frames=2144)
  4. Five actions

  5. Simple, non-repeated * w1,r1,j1,s1,b1 checked (step=5000,train_loss=0.0050,test_loss>0.06, error>0.9, total_frames=2452)

  6. Medieum, non-repeated * w1,r1,d1,s1,b1 checked (step=10000,batch_size=32,train_loss=0.0851,test_loss>0.8,error>1.2,total_frames=5065)