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Compressing Deep Neural Networks for Recognizing Places Nanjing, China November 26-29, 2017 Paper ID: 137 ACPR2017 4 th Asian Conference on Pattern Recognition Soham Saha, Girish Varma, C.V. Jawahar Center for Visual Information Technology, KCIS, IIIT Hyderabad, India

KCIS, IIIT Hyderabad, India Center for Visual Information ... · KCIS, IIIT Hyderabad, India. Part 1 Motivation ACPR 2017 Deep Learning models need to run on small devices Alexnet

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Page 1: KCIS, IIIT Hyderabad, India Center for Visual Information ... · KCIS, IIIT Hyderabad, India. Part 1 Motivation ACPR 2017 Deep Learning models need to run on small devices Alexnet

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

Page 2: KCIS, IIIT Hyderabad, India Center for Visual Information ... · KCIS, IIIT Hyderabad, India. Part 1 Motivation ACPR 2017 Deep Learning models need to run on small devices Alexnet

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)

Page 3: KCIS, IIIT Hyderabad, India Center for Visual Information ... · KCIS, IIIT Hyderabad, India. Part 1 Motivation ACPR 2017 Deep Learning models need to run on small devices Alexnet

Part 2 Contribution

ACPR 2017

Page 4: KCIS, IIIT Hyderabad, India Center for Visual Information ... · KCIS, IIIT Hyderabad, India. Part 1 Motivation ACPR 2017 Deep Learning models need to run on small devices Alexnet

Part 2 Contribution

ACPR 2017

Page 5: KCIS, IIIT Hyderabad, India Center for Visual Information ... · KCIS, IIIT Hyderabad, India. Part 1 Motivation ACPR 2017 Deep Learning models need to run on small devices Alexnet

Part3 Results

ACPR 2017

Page 6: KCIS, IIIT Hyderabad, India Center for Visual Information ... · KCIS, IIIT Hyderabad, India. Part 1 Motivation ACPR 2017 Deep Learning models need to run on small devices Alexnet

Part4 Thank you!

ACPR 2017

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