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This paper presents a transformer-based Siamese network architecture (abbreviated by ChangeFormer) for Change Detection (CD) from a pair of co-registered remote sensing images.
“Attention is all you need,”
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Lukasz Kaiser, and Illia Polosukhin, · 2017
Earlier work this paper cites.
“Fully convolutional siamese networks for change detection,”
Rodrigo Caye Daudt, Bertr Le Saux, and Alexandre Boulch, · 2018
Earlier work this paper cites.
“An image is worth 16x16 words: Transformers for image recognition at scale,”
Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, et al., · 2020
Earlier work this paper cites.
“A spatial-temporal attention-based method and a new dataset for remote sensing image change detection,”
Hao Chen and Zhenwei Shi, · 2020
Earlier work this paper cites.
“A deeply supervised image fusion network for change detection in high resolution bi-temporal remote sensing images,”
Chenxiao Zhang, Peng Yue, Deodato Tapete, Liangcun Jiang, Boyi Shangguan, Li Huang, and Guangchao Liu, · 2020
Earlier work this paper cites.
“Building change detection for remote sensing images using a dual-task constrained deep siamese convolutional network model,”
Yi Liu, Chao Pang, Zongqian Zhan, Xiaomeng Zhang, and Xue Yang, · 2020
Earlier work this paper cites.
“A spatial-temporal attention-based method and a new dataset for remote sensing image change detection,”
Hao Chen and Zhenwei Shi, · 2020
Cited alongside, same era.
“A deeply supervised image fusion network for change detection in high resolution bi-temporal remote sensing images,”
Chenxiao Zhang, Peng Yue, Deodato Tapete, Liangcun Jiang, Boyi Shangguan, Li Huang, and Guangchao Liu, · 2020
Cited alongside, same era.
Wele Gedara Chaminda Bandara, Jeya Maria Jose Valanarasu, and Vishal M Patel, · 2021
Cited alongside, same era.
“A deeply supervised attention metric-based network and an open aerial image dataset for remote sensing change detection,”
Qian Shi, Mengxi Liu, Shengchen Li, Xiaoping Liu, Fei Wang, and Liangpei Zhang, · 2021
Cited alongside, same era.
“Segformer: Simple and efficient design for semantic segmentation with transformers,”
Enze Xie, Wenhai Wang, Zhiding Yu, Anima Anandkumar, Jose M Alvarez, and Ping Luo, · 2021
Later among the works it cites.
“Remote sensing image change detection with transformers,”
Hao Chen, Zipeng Qi, and Zhenwei Shi, · 2021
Later among the works it cites.
“Pyramid vision transformer: A versatile backbone for dense prediction without convolutions,”
Wenhai Wang, Enze Xie, Xiang Li, Deng-Ping Fan, Kaitao Song, Ding Liang, Tong Lu, Ping Luo, and Ling Shao, · 2021
Later among the works it cites.
“Snunet-cd: A densely connected siamese network for change detection of vhr images,”
Sheng Fang, Kaiyu Li, Jinyuan Shao, and Zhe Li, · 2021
Later among the works it cites.
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Salman Khan, Muzammal Naseer, Munawar Hayat, Syed Waqas Zamir, Fahad Shahbaz Khan, and Mubarak Shah, · 2021
Cited alongside, same era.
Wele Gedara Chaminda Bandara and Vishal M Patel, · 2022
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