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Remote sensing (RS) images contain numerous objects of different scales, which poses significant challenges for the RS image change captioning (RSICC) task to identify visual changes of interest in complex scenes and describe them via language.
“Describing and localizing multiple changes with transformers,”
Yue Qiu, Shintaro Yamamoto, Kodai Nakashima, Ryota Suzuki, Kenji Iwata, Hirokatsu Kataoka, and Yutaka Satoh, · 1960
Earlier work this paper cites.
Jimmy Lei Ba, Jamie Ryan Kiros, and Geoffrey E Hinton, · 2016
Earlier work this paper cites.
“Attention is all you need,”
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin, · 2017
Earlier work this paper cites.
“Robust change captioning,”
Dong Huk Park, Trevor Darrell, and Anna Rohrbach, · 2019
Earlier work this paper cites.
“Change detection based on artificial intelligence: State-of-the-art and challenges,”
Wenzhong Shi, Min Zhang, Rui Zhang, Shanxiong Chen, and Zhao Zhan, · 2020
Earlier work this paper cites.
“Word-sentence framework for remote sensing image captioning,”
Qi Wang, Wei Huang, Xueting Zhang, and Xuelong Li, · 2020
Cited alongside, same era.
“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
Cited alongside, same era.
“Captioning changes in bi-temporal remote sensing images,”
Seloua Chouaf, Genc Hoxha, Youcef Smara, and Farid Melgani, · 2021
Cited alongside, same era.
“An unsupervised remote sensing change detection method based on multiscale graph convolutional network and metric learning,”
Xu Tang, Huayu Zhang, Lichao Mou, Fang Liu, Xiangrong Zhang, Xiao Xiang Zhu, and Licheng Jiao, · 2022
Cited alongside, same era.
“An unsupervised remote sensing change detection method based on multiscale graph convolutional network and metric learning,”
Xu Tang, Huayu Zhang, Lichao Mou, Fang Liu, Xiangrong Zhang, Xiao Xiang Zhu, and Licheng Jiao, · 2022
“Remote sensing image captioning based on multi-layer aggregated transformer,”
Chenyang Liu, Rui Zhao, and Zhenwei Shi, · 2022
Later among the works it cites.
“Change captioning: A new paradigm for multitemporal remote sensing image analysis,”
Genc Hoxha, Seloua Chouaf, Farid Melgani, and Youcef Smara, · 2022
Later among the works it cites.
“Remote sensing image change captioning with dual-branch transformers: A new method and a large scale dataset,”
Chenyang Liu, Rui Zhao, Hao Chen, Zhengxia Zou, and Zhenwei Shi, · 2022
Later among the works it cites.
“Global visual feature and linguistic state guided attention for remote sensing image captioning,”
Zhengyuan Zhang, Wenkai Zhang, Menglong Yan, Xin Gao, Kun Fu, and Xian Sun, · 2022
Later among the works it cites.
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Cited alongside, same era.