MobileNetV2 and EfficientNet
Автор: Rahul Deora
Загружено: 2020-09-16
Просмотров: 11643
Описание:
EfficientNet is a high performing and highly efficient model that uses MobileNetV2 blocks as it's core building block and achieves state of art performance at a very low compute budget. We take a careful look into the EfficientNet paper and into MobileNetV2 blocks to see how it does this.
There are some mild changes in audio quality and volume at times as I used different recording devices. Sorry about that.
Credits: I would like to thank Deepak Anand for his discussions on this topic.
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks: https://arxiv.org/abs/1905.11946
MobileNetV2: Inverted Residuals and Linear Bottlenecks: https://arxiv.org/abs/1801.04381
Chapters
0:00 Introduction
2:30 MobileNetV2 Part 1: Convolutional inefficiency
6:37 Model Scaling
10:13 Optimization Objective
15:46 Neural Architecture Search
17:27 Compound Scaling and Results
19:29 MobileNetV2 Part 2: EfficientNet Architecture
Connect with me on:
Twitter: / rahuld3eora
Linkedin: / deorarahul
Email: [email protected]
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