AkiraTOSEI / ML_papers

ML_paper_summary(in Japanese)
5 stars 1 forks source link

A Comparison of Deep Learning Object Detection Models for Satellite Imagery #121

Open AkiraTOSEI opened 3 years ago

AkiraTOSEI commented 3 years ago

TL;DR

A study comparing object detection models using satellite images. The single-stage model works fast and the accuracy is not as bad. However, the accuracy for detecting small objects, such as cars, was low. If we hyperparameters-tuned it for small objects, we might be able to get a better performance with a single stage model, they said. ResNet-101

Why it matters:

Paper URL

https://arxiv.org/abs/2009.04857

Submission Dates(yyyy/mm/dd)

2020/09/10

Authors and institutions

Austen Groener, Gary Chern, Mark Pritt

Methods

Results

Comments