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A Fully Convolutional Tri-branch Network (FCTN) For Domain Adaptation

Abstract: 

A domain adaptation method for urban scene segmentation is proposed in this work. We develop a fully convolutional tri-branch network, where two branches assign pseudo labels to images in the unlabeled target domain while the third branch is trained with supervision based on images in the pseudo-labeled target domain. The re-labeling and re-training processes alternate. With this design, the tri-branch network learns target-specific discriminative representations progressively and, as a result, the cross-domain capability of the segmenter improves. We evaluate the proposed network on largescale domain adaptation experiments using both synthetic (GTA) and real (Cityscapes) images. It is shown that our solution achieves the state-of-the-art performance and it outperforms previous methods by a significant margin.

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Paper Details

Authors:
Junting Zhang, Chen Liang, C.-C. Jay Kuo
Submitted On:
12 April 2018 - 5:32pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Junting Zhang
Paper Code:
MLSP-P14
Document Year:
2018
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A Fully Convolutional Tri-branch Network (FCTN) For Domain Adaptation-Poster

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[1] Junting Zhang, Chen Liang, C.-C. Jay Kuo, "A Fully Convolutional Tri-branch Network (FCTN) For Domain Adaptation", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/2503. Accessed: Aug. 18, 2018.
@article{2503-18,
url = {http://sigport.org/2503},
author = {Junting Zhang; Chen Liang; C.-C. Jay Kuo },
publisher = {IEEE SigPort},
title = {A Fully Convolutional Tri-branch Network (FCTN) For Domain Adaptation},
year = {2018} }
TY - EJOUR
T1 - A Fully Convolutional Tri-branch Network (FCTN) For Domain Adaptation
AU - Junting Zhang; Chen Liang; C.-C. Jay Kuo
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/2503
ER -
Junting Zhang, Chen Liang, C.-C. Jay Kuo. (2018). A Fully Convolutional Tri-branch Network (FCTN) For Domain Adaptation. IEEE SigPort. http://sigport.org/2503
Junting Zhang, Chen Liang, C.-C. Jay Kuo, 2018. A Fully Convolutional Tri-branch Network (FCTN) For Domain Adaptation. Available at: http://sigport.org/2503.
Junting Zhang, Chen Liang, C.-C. Jay Kuo. (2018). "A Fully Convolutional Tri-branch Network (FCTN) For Domain Adaptation." Web.
1. Junting Zhang, Chen Liang, C.-C. Jay Kuo. A Fully Convolutional Tri-branch Network (FCTN) For Domain Adaptation [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/2503