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Compressing Deep Neural Networks for Recognizing Places

Nanjing, ChinaNovember 26-29, 2017

Paper ID: 137

ACPR20174

th

Asian Conference on Pattern Recognition

Soham Saha, Girish Varma, C.V. Jawahar

Center for Visual Information Technology,KCIS, IIIT Hyderabad, India

Part 1 Motivation

ACPR 2017

● Deep Learning models need to run on small devices● Alexnet has 60M parameters (~240MB on disk)● VGG-16 has ~140M parameters (~530MB on disk)

Part 2 Contribution

ACPR 2017

Part 2 Contribution

ACPR 2017

Part3 Results

ACPR 2017

Part4 Thank you!

ACPR 2017

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