BranchyNet: Fast Inference via Early Exiting from Deep Neural Networks

Surat Teerapittayanon, Bradley McDanel, H. T. Kung · ICPR 2016 · 2016

DOI arXiv Code

Status
To read
Topics
budgeted-inference
Feeds
P2 · NeurIPS 2027

What they did

Adds side-branch classifiers to a deep network so that confidently classified inputs exit early, reducing inference latency and energy.

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Code

Repository
kunglab/branchynet
Framework
Chainer
Licence
See the repository
My status
Not tried

BibTeX

@article{teerapittayanon2016-branchynet,
  title = {{BranchyNet: Fast Inference via Early Exiting from Deep Neural Networks}},
  author = {Surat Teerapittayanon and Bradley McDanel and H. T. Kung},
  journal = {ICPR 2016},
  year = {2016},
  doi = {10.1109/ICPR.2016.7900006},
  eprint = {1709.01686},
  archivePrefix = {arXiv}
}