2019

Simitate: A Hybrid Imitation Learning Benchmark

Memmesheimer, Raphael, Mykhalchyshyna, Ivanna, Seib, Viktor et al.

Understand

We present Simitate --- a hybrid benchmarking suite targeting the evaluation of approaches for imitation learning.

  • A dataset containing 1938 sequences where humans perform daily activities in a realistic environment is presented.
  • The dataset is strongly coupled with an integration into a simulator.
  • RGB and depth streams with a resolution of 960$\mathbb{\times}$540 at 30Hz and accurate ground truth poses for the demonstrator's hand, as well as the object in 6 DOF at 120Hz are provided.

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