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[Paper] MorphNet: Fast & Simple Resource-Constrained Structure Learning of Deep Networks (Image Classification)

6 min readOct 24, 2020

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@ Medium)

Outline

1. Naive Solution: Simply Using Width Multiplier

2. MorphNet: Shrink & Expand

Shrink and Expand

2.1. Shrink (Steps 1 & 2)

2.2. Expand (Step 3)

2.3. Iteration of Step 1–3 (Step 4)

2.4. ResNet & Inception-v2 As Examples

Left: ResNet, Right: Inception-v2
An example of ResNet-101

3. Experimental Results

3.1. Study on MorphNet

MorphNet Using Inception-v2 on ImageNet
MorphNet Using Inception-v2 on ImageNet

3.2. Study on Different Models on Different Datasets

MAP vs. FLOPs (left) and MAP vs. model-size (right) curves on JFT (top) and AudioSet (bottom).

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Sik-Ho Tsang
Sik-Ho Tsang

Written by Sik-Ho Tsang

PhD, Researcher. I share what I learn. :) Linktree: https://linktr.ee/shtsang for Twitter, LinkedIn, etc.

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