Oil Tank Detection with Improved EfficientDet Model

Name: Oil Tank Detection with Improved EfficientDet Model
Creator: xu su
License: https://creativecommons.org/licenses/by/4.0/
Keywords: Machine Learning

Citation Author(s):: xu
su
Submitted by:: xu su
Last updated:: Mon, 07/08/2024 - 15:59
DOI:: 10.21227/fwem-hc91
Research Article Link:: Oil Tank Detection with Improved EfficientDet Model
License:: Creative Commons Attribution

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Categories:: Machine Learning
Keywords:: Deep Learning; High-Resolution Remote Sensing Imagery; EfficientDet; Oil Tank Detection

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Abstract

We present an improved EfficientDet network module , accomplished by adding attention mechanism, deformable convolution, and multiclass focal loss. The image shows the flowchart of proposed approach.

Instructions:

Software package:python 3.7.3+ tensorflow1.13.1 + Gaffe + keras1.2.0 + mxNet0.10.0

GPU:NVIDIA GEFORCE GTX 1080

Support library:CUDA9.0 + cudnn7.2

Comments

The data is being compiled and will be published in a few days

Submitted by xu su on Sat, 06/18/2022 - 04:35

Dataset Files

efficientdet-keras-master.zip (5.03 MB)
Scripts.txt (73 bytes)

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Oil Tank Detection with Improved EfficientDet Model

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