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Poster: Generative-Discriminative Crop Type Identification using Satellite Images

Abstract: 

Crop type identification refers to distinguishing certain crop from other landcovers, which is an essential and crucial task in agricultural monitoring. Satellite images are good data input for identifying different crops since satellites capture relatively wider area and more spectral information. Based on prior knowledge of crop phenology, multi-temporal images are stacked to extract the growth pattern of varied crops. In this paper, we proposed a machine learning model which combines generative and discriminative models and achieved averaged AP score of 0.903 overall tested crops and regions under the limitation of small datasets and label noise using satellite images taken at different times.

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Paper Details

Authors:
Nan Qiao, Yi Zhao, Ruei-Sung Lin, Bo Gong, Zhongxiang Wu, Mei Han, Jiashu Liu
Submitted On:
9 November 2019 - 7:23pm
Short Link:
Type:
Poster
Event:
Document Year:
2019
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Poster: Generative-Discriminative Crop Type Identification using Satellite Images

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[1] Nan Qiao, Yi Zhao, Ruei-Sung Lin, Bo Gong, Zhongxiang Wu, Mei Han, Jiashu Liu, "Poster: Generative-Discriminative Crop Type Identification using Satellite Images", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4942. Accessed: Nov. 11, 2019.
@article{4942-19,
url = {http://sigport.org/4942},
author = {Nan Qiao; Yi Zhao; Ruei-Sung Lin; Bo Gong; Zhongxiang Wu; Mei Han; Jiashu Liu },
publisher = {IEEE SigPort},
title = {Poster: Generative-Discriminative Crop Type Identification using Satellite Images},
year = {2019} }
TY - EJOUR
T1 - Poster: Generative-Discriminative Crop Type Identification using Satellite Images
AU - Nan Qiao; Yi Zhao; Ruei-Sung Lin; Bo Gong; Zhongxiang Wu; Mei Han; Jiashu Liu
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4942
ER -
Nan Qiao, Yi Zhao, Ruei-Sung Lin, Bo Gong, Zhongxiang Wu, Mei Han, Jiashu Liu. (2019). Poster: Generative-Discriminative Crop Type Identification using Satellite Images. IEEE SigPort. http://sigport.org/4942
Nan Qiao, Yi Zhao, Ruei-Sung Lin, Bo Gong, Zhongxiang Wu, Mei Han, Jiashu Liu, 2019. Poster: Generative-Discriminative Crop Type Identification using Satellite Images. Available at: http://sigport.org/4942.
Nan Qiao, Yi Zhao, Ruei-Sung Lin, Bo Gong, Zhongxiang Wu, Mei Han, Jiashu Liu. (2019). "Poster: Generative-Discriminative Crop Type Identification using Satellite Images." Web.
1. Nan Qiao, Yi Zhao, Ruei-Sung Lin, Bo Gong, Zhongxiang Wu, Mei Han, Jiashu Liu. Poster: Generative-Discriminative Crop Type Identification using Satellite Images [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4942