A Transfer Learning Method For Ship Recognition In Multi-Optical Remote Sensing Satellites

2018 ◽  
Author(s):  
Hongbo Li ◽  
Bin Guo ◽  
Tong Gao ◽  
Hao Chen ◽  
Shuai Han
Keyword(s):  
Remote Sensing ◽  
Transfer Learning ◽  
Optical Remote Sensing ◽  
Learning Method ◽  
Ship Recognition

High-resolution optical remote sensing imagery change detection through deep transfer learning

2019 ◽  
Vol 13 (04) ◽  
pp. 1 ◽  
Author(s):  
Mohammed El Amin Larabi ◽  
Souleyman Chaib ◽  
Khadidja Bakhti ◽  
Kamel Hasni ◽  
Mohammed Amine Bouhlala
Keyword(s):  
Remote Sensing ◽  
High Resolution ◽  
Change Detection ◽  
Transfer Learning ◽  
Optical Remote Sensing ◽  
Remote Sensing Imagery

A Remote Sensing Ship Recognition Method Based on Co-Training Model

2015 ◽  
Vol 713-715 ◽  
pp. 2077-2080 ◽  
Author(s):  
Wei Ya Guo ◽  
Xiao Fei Wang ◽  
Xue Zhi Xia
Keyword(s):  
Remote Sensing ◽  
Nearest Neighbor ◽  
Rough Set Theory ◽  
Remote Sensing Data ◽  
Training Model ◽  
Support Vector ◽  
Optical Remote Sensing ◽  
K Nearest Neighbor ◽  
Vector Machines ◽  
Ship Recognition

Aiming at detecting sea targets efficiently, an approach using optical remote sensing data based on co-training model is proposed. Firstly, using size, texture, shape, moment invariants features and ratio codes, feature extraction is realized. Secondly, based on rough set theory, the common discernibility degree is used to select valid recognition features automatically. Finally, a co-training model for classification is introduced. Firstly, two diverse ruducts are generated, and then the model employs them to train two base classifiers on labeled dada, and makes two base classifiers teach each other on unlabeled data to boot their performance iteratively. Experimental results show the proposed approach can get better performance than K-Nearest Neighbor (KNN), Support Vector Machines (SVM), traditional hierarchical discriminant regression (HDR).

Bayesian Transfer Learning for Object Detection in Optical Remote Sensing Images

2020 ◽  
Vol 58 (11) ◽  
pp. 7705-7719
Author(s):  
Changsheng Zhou ◽  
Jiangshe Zhang ◽  
Junmin Liu ◽  
Chunxia Zhang ◽  
Guang Shi ◽  
...  
Keyword(s):  
Remote Sensing ◽  
Object Detection ◽  
Transfer Learning ◽  
Optical Remote Sensing ◽  
Remote Sensing Images
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