Remote Sensing Image Classification via Improved Cross-Entropy Loss and Transfer Learning Strategy Based on Deep Convolutional Neural Networks

Learning Strategy ◽

Remote Sensing Image ◽

Cross Entropy ◽

Deep Convolutional Neural Networks ◽

Assessment and Impact of Feature Extraction Methods for Hyperspectral Remote Sensing Image Classification Based on Deep Convolutional Neural Networks

10.1109/icirca51532.2021.9544558 ◽

2021 ◽

Author(s):

Venkata Gopi Mandoori ◽

Radhesyam Vaddi

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Feature Extraction ◽

Image Classification ◽

Hyperspectral Remote Sensing Image

Remote Sensing Image ◽

Extraction Methods ◽

Deep Convolutional Neural Networks ◽

Remote Sensing Image Classification ◽

Hierarchical Probabilistic Graphical Models and Deep Convolutional Neural Networks for Remote Sensing Image Classification

10.23919/eusipco54536.2021.9616179 ◽

2021 ◽

Author(s):

Martina Pastorino ◽

Gabriele Moser ◽

Sebastiano B. Serpico ◽

Josiane Zerubia

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Image Classification ◽

Graphical Models ◽

Probabilistic Graphical Models ◽

Remote Sensing Image ◽

Deep Convolutional Neural Networks ◽

Convolutional Neural Networks With Class-Driven Loss for Multiscale VHR Remote Sensing Image Classification

IEEE Access ◽

10.1109/access.2020.3014975 ◽

2020 ◽

Vol 8 ◽

pp. 149162-149175

Author(s):

Cheng Shi ◽

Li Fang ◽

Huifang Shen

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Image Classification ◽

Remote Sensing Image ◽

Exploiting Convolutional Neural Networks With Deeply Local Description for Remote Sensing Image Classification

IEEE Access ◽

10.1109/access.2018.2798799 ◽

2018 ◽

Vol 6 ◽

pp. 11215-11228 ◽

Cited By ~ 56

Author(s):

Na Liu ◽

Lihong Wan ◽

Yu Zhang ◽

Tao Zhou ◽

Hong Huo ◽

...

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Image Classification ◽

Remote Sensing Image ◽

Local Description ◽

Advances in Intelligent Systems and Computing - Proceedings of the International Conference on Artificial Intelligence and Computer Vision (AICV2020) ◽

Remote Sensing Image Classification Based on Convolutional Neural Networks

10.1007/978-3-030-44289-7_33 ◽

2020 ◽

pp. 353-361

Author(s):

Mayar A. Shafaey ◽

Mohammed A.-M. Salem ◽

Maryam N. Al-Berry ◽

Hala M. Ebied ◽

Mohammed F. Tolba

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Image Classification ◽

Remote Sensing Image ◽

Application of Convolutional Neural Networks in Remote Sensing Image Classification

2019 2nd International Conference on Safety Produce Informatization (IICSPI) ◽

10.1109/iicspi48186.2019.9096058 ◽

2019 ◽

Author(s):

Han Yaochang ◽

Wang Jie

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Image Classification ◽

Remote Sensing Image ◽

Convolutional Neural Networks for Large-Scale Remote-Sensing Image Classification

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2016.2612821 ◽

2017 ◽

Vol 55 (2) ◽

pp. 645-657 ◽

Cited By ~ 387

Author(s):

Emmanuel Maggiori ◽

Yuliya Tarabalka ◽

Guillaume Charpiat ◽

Pierre Alliez

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Image Classification ◽

Large Scale ◽

Remote Sensing Image ◽

RS-DCNN: A novel distributed convolutional-neural-networks based-approach for big remote-sensing image classification

Computers and Electronics in Agriculture ◽

10.1016/j.compag.2021.106014 ◽

2021 ◽

Vol 182 ◽

pp. 106014 ◽

Cited By ~ 1

Author(s):

Wadii Boulila ◽

Mokhtar Sellami ◽

Maha Driss ◽

Mohammed Al-Sarem ◽

Mahmood Safaei ◽

...

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Image Classification ◽

Remote Sensing Image ◽

Selective convolutional neural networks and cascade classifiers for remote sensing image classification

Remote Sensing Letters ◽

10.1080/2150704x.2017.1333650 ◽

2017 ◽

Vol 8 (10) ◽

pp. 917-926 ◽

Cited By ~ 8

Author(s):

Lihong Wan ◽

Na Liu ◽

Hong Huo ◽

Tao Fang

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Image Classification ◽

Remote Sensing Image ◽

Cascade Classifiers ◽

Remote sensing image classification based on convolutional neural networks with two-fold sparse regularization

2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) ◽

10.1109/igarss.2017.8127121 ◽

2017 ◽

Cited By ~ 1

Author(s):

Han Liu ◽

Lin He ◽

Jun Li

Keyword(s):

Remote Sensing ◽

Neural Networks ◽

Image Classification ◽

Remote Sensing Image ◽

Sparse Regularization ◽