KCIS, IIIT Hyderabad, India Center for Visual Information ... · KCIS, IIIT Hyderabad, India. Part...

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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

Transcript of KCIS, IIIT Hyderabad, India Center for Visual Information ... · KCIS, IIIT Hyderabad, India. Part...

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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