EdgeTPU-optimized Vision Models

Image classification task

Introduction

Search space design

Model performance on Edge TPU

On-device benchmarking of classification models

Model performance on Pixel 6 CPU

Semantic segmentation task

Using classification models as backbone

Using architecture search to find high-quality, low-latency segmentation models

Argmax fusion to improve segmentation model latency

On-device benchmarking of segmentation models

Object detection task

Training the models

From training to quantized inference deployment

On-device benchmarking