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Auto ML

Automatic neural network search method for Open Set Recognition


Real-world recognition or classification tasks in computer vision are not apparent in controlled environments and often get involved in open set. Previous research work on real-world recognition problem is knowledge- and labor-intensive to pursue good performance for there are numbers of task domains. Auto Machine Learning (AutoML) approaches supply an easier way to apply advanced machine learning technologies, reduce the demand for experienced human experts and improve classification performance on close set.

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Authors:
Li Sun, Xiaoyi Yu, Liuan Wang, Jun Sun, Hiroya Inakoshi, Ken Kobayashi, Hiromichi Kobashi
Submitted On:
17 September 2019 - 4:35am
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ICIP_sunli_v3.pdf

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[1] Li Sun, Xiaoyi Yu, Liuan Wang, Jun Sun, Hiroya Inakoshi, Ken Kobayashi, Hiromichi Kobashi, "Automatic neural network search method for Open Set Recognition", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4657. Accessed: Nov. 18, 2019.
@article{4657-19,
url = {http://sigport.org/4657},
author = {Li Sun; Xiaoyi Yu; Liuan Wang; Jun Sun; Hiroya Inakoshi; Ken Kobayashi; Hiromichi Kobashi },
publisher = {IEEE SigPort},
title = {Automatic neural network search method for Open Set Recognition},
year = {2019} }
TY - EJOUR
T1 - Automatic neural network search method for Open Set Recognition
AU - Li Sun; Xiaoyi Yu; Liuan Wang; Jun Sun; Hiroya Inakoshi; Ken Kobayashi; Hiromichi Kobashi
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4657
ER -
Li Sun, Xiaoyi Yu, Liuan Wang, Jun Sun, Hiroya Inakoshi, Ken Kobayashi, Hiromichi Kobashi. (2019). Automatic neural network search method for Open Set Recognition. IEEE SigPort. http://sigport.org/4657
Li Sun, Xiaoyi Yu, Liuan Wang, Jun Sun, Hiroya Inakoshi, Ken Kobayashi, Hiromichi Kobashi, 2019. Automatic neural network search method for Open Set Recognition. Available at: http://sigport.org/4657.
Li Sun, Xiaoyi Yu, Liuan Wang, Jun Sun, Hiroya Inakoshi, Ken Kobayashi, Hiromichi Kobashi. (2019). "Automatic neural network search method for Open Set Recognition." Web.
1. Li Sun, Xiaoyi Yu, Liuan Wang, Jun Sun, Hiroya Inakoshi, Ken Kobayashi, Hiromichi Kobashi. Automatic neural network search method for Open Set Recognition [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4657