2025
|
![]() | Li, Tian; Hofer, Stefan; Moholdt, Geir; Igneczi, Adam; Heidler, Konrad; Zhu, Xiao Xiang; Bamber, Jonathan Pervasive glacier retreats across Svalbard from 1985 to 2023 Journal Article Nature Communications, 16 (1), pp. 705, 2025, ISSN: 2041-1723. Links | BibTeX | Tags: @article{RN344,
title = {Pervasive glacier retreats across Svalbard from 1985 to 2023},
author = {Tian Li and Stefan Hofer and Geir Moholdt and Adam Igneczi and Konrad Heidler and Xiao Xiang Zhu and Jonathan Bamber},
url = {https://doi.org/10.1038/s41467-025-55948-1},
doi = {10.1038/s41467-025-55948-1},
issn = {2041-1723},
year = {2025},
date = {2025-01-01},
journal = {Nature Communications},
volume = {16},
number = {1},
pages = {705},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Tong, Xin-Yi; Dong, Runmin; Zhu, Xiao Xiang Global high categorical resolution land cover mapping via weak supervision Journal Article ISPRS Journal of Photogrammetry and Remote Sensing, 220 , pp. 535-549, 2025, ISSN: 0924-2716. Links | BibTeX | Tags: Land cover mapping Classification Deep learning Transfer learning Weakly supervised learning Domain adaptation PlanetScope Gaofen-1 Sentinel-2 @article{RN347,
title = {Global high categorical resolution land cover mapping via weak supervision},
author = {Xin-Yi Tong and Runmin Dong and Xiao Xiang Zhu},
url = {https://www.sciencedirect.com/science/article/pii/S0924271624004878},
doi = {https://doi.org/10.1016/j.isprsjprs.2024.12.017},
issn = {0924-2716},
year = {2025},
date = {2025-01-01},
journal = {ISPRS Journal of Photogrammetry and Remote Sensing},
volume = {220},
pages = {535-549},
keywords = {Land cover mapping Classification Deep learning Transfer learning Weakly supervised learning Domain adaptation PlanetScope Gaofen-1 Sentinel-2},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Wang, Y; Hernández, H H; Albrecht, C M; Zhu, X X Feature Guided Masked Autoencoder for Self-Supervised Learning in Remote Sensing Journal Article IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 18 , pp. 321-336, 2025, ISSN: 2151-1535. Links | BibTeX | Tags: @article{RN337,
title = {Feature Guided Masked Autoencoder for Self-Supervised Learning in Remote Sensing},
author = {Y Wang and H H Hernández and C M Albrecht and X X Zhu},
doi = {10.1109/JSTARS.2024.3493237},
issn = {2151-1535},
year = {2025},
date = {2025-01-01},
journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
volume = {18},
pages = {321-336},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
2024
|
![]() | Chen, Zhaiyu; Shi, Yilei; Nan, Liangliang; Xiong, Zhitong; Zhu, Xiao Xiang PolyGNN: Polyhedron-based graph neural network for 3D building reconstruction from point clouds Journal Article ISPRS Journal of Photogrammetry and Remote Sensing, 218 , pp. 693-706, 2024, ISSN: 0924-2716. Links | BibTeX | Tags: 3D reconstruction Building model Graph neural network Point cloud Polyhedron @article{RN331,
title = {PolyGNN: Polyhedron-based graph neural network for 3D building reconstruction from point clouds},
author = {Zhaiyu Chen and Yilei Shi and Liangliang Nan and Zhitong Xiong and Xiao Xiang Zhu},
url = {https://www.sciencedirect.com/science/article/pii/S0924271624003691},
doi = {https://doi.org/10.1016/j.isprsjprs.2024.09.031},
issn = {0924-2716},
year = {2024},
date = {2024-01-01},
journal = {ISPRS Journal of Photogrammetry and Remote Sensing},
volume = {218},
pages = {693-706},
keywords = {3D reconstruction Building model Graph neural network Point cloud Polyhedron},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Doda, Sugandha; Kahl, Matthias; Ouan, Kim; Obadic, Ivica; Wang, Yuanyuan; Taubenböck, Hannes; Zhu, Xiao Xiang Interpretable deep learning for consistent large-scale urban population estimation using Earth observation data Journal Article International Journal of Applied Earth Observation and Geoinformation, 128 , pp. 103731, 2024, ISSN: 1569-8432. Links | BibTeX | Tags: Population estimation Urbanization Remote sensing Deep learning Interpretability Explainable AI @article{RN304,
title = {Interpretable deep learning for consistent large-scale urban population estimation using Earth observation data},
author = {Sugandha Doda and Matthias Kahl and Kim Ouan and Ivica Obadic and Yuanyuan Wang and Hannes Taubenböck and Xiao Xiang Zhu},
url = {https://www.sciencedirect.com/science/article/pii/S1569843224000852},
doi = {https://doi.org/10.1016/j.jag.2024.103731},
issn = {1569-8432},
year = {2024},
date = {2024-01-01},
journal = {International Journal of Applied Earth Observation and Geoinformation},
volume = {128},
pages = {103731},
keywords = {Population estimation Urbanization Remote sensing Deep learning Interpretability Explainable AI},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Fan, Fan; Shi, Yilei; Zhu, Xiao Xiang Land Cover Classification From Sentinel-2 Images With Quantum-Classical Convolutional Neural Networks Journal Article IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 17 , pp. 12477-12489, 2024. Links | BibTeX | Tags: Feature extraction Integrated circuit modeling Land surface Earth Computational modeling Analytical models Qubit Earth observation (EO) land cover classification multispectral imagery quantum circuit quantum machine learning (QML) remote sensing sentinel-2 data @article{RN315,
title = {Land Cover Classification From Sentinel-2 Images With Quantum-Classical Convolutional Neural Networks},
author = {Fan Fan and Yilei Shi and Xiao Xiang Zhu},
doi = {10.1109/JSTARS.2024.3411670},
year = {2024},
date = {2024-01-01},
journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
volume = {17},
pages = {12477-12489},
keywords = {Feature extraction Integrated circuit modeling Land surface Earth Computational modeling Analytical models Qubit Earth observation (EO) land cover classification multispectral imagery quantum circuit quantum machine learning (QML) remote sensing sentinel-2 data},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Guo, Jianhua; Hong, Danfeng; Liu, Zhiheng; Zhu, Xiao Xiang Continent-wide urban tree canopy fine-scale mapping and coverage assessment in South America with high-resolution satellite images Journal Article ISPRS Journal of Photogrammetry and Remote Sensing, 212 , pp. 251-273, 2024, ISSN: 0924-2716. Links | BibTeX | Tags: South America Urban tree canopy Remote sensing Deep learning Urban sustainable development @article{RN314,
title = {Continent-wide urban tree canopy fine-scale mapping and coverage assessment in South America with high-resolution satellite images},
author = {Jianhua Guo and Danfeng Hong and Zhiheng Liu and Xiao Xiang Zhu},
url = {https://www.sciencedirect.com/science/article/pii/S0924271624002016},
doi = {https://doi.org/10.1016/j.isprsjprs.2024.05.004},
issn = {0924-2716},
year = {2024},
date = {2024-01-01},
journal = {ISPRS Journal of Photogrammetry and Remote Sensing},
volume = {212},
pages = {251-273},
keywords = {South America Urban tree canopy Remote sensing Deep learning Urban sustainable development},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Guo, Jianhua; Hong, Danfeng; Zhu, Xiao Xiang High-resolution satellite images reveal the prevalent positive indirect impact of urbanization on urban tree canopy coverage in South America Journal Article Landscape and Urban Planning, 247 , pp. 105076, 2024, ISSN: 0169-2046. Links | BibTeX | Tags: South America Urban tree coverage Urbanization impacts Remote sensing Urban sustainable development @article{RN313,
title = {High-resolution satellite images reveal the prevalent positive indirect impact of urbanization on urban tree canopy coverage in South America},
author = {Jianhua Guo and Danfeng Hong and Xiao Xiang Zhu},
url = {https://www.sciencedirect.com/science/article/pii/S0169204624000756},
doi = {https://doi.org/10.1016/j.landurbplan.2024.105076},
issn = {0169-2046},
year = {2024},
date = {2024-01-01},
journal = {Landscape and Urban Planning},
volume = {247},
pages = {105076},
keywords = {South America Urban tree coverage Urbanization impacts Remote sensing Urban sustainable development},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Höhl, A; Obadic, I; Fernández-Torres, M Á; Najjar, H; Oliveira, D A B; Akata, Z; Dengel, A; Zhu, X X Opening the Black Box: A systematic review on explainable artificial intelligence in remote sensing Journal Article IEEE Geoscience and Remote Sensing Magazine, 12 (4), pp. 261-304, 2024, ISSN: 2168-6831. Links | BibTeX | Tags: @article{RN330,
title = {Opening the Black Box: A systematic review on explainable artificial intelligence in remote sensing},
author = {A Höhl and I Obadic and M Á Fernández-Torres and H Najjar and D A B Oliveira and Z Akata and A Dengel and X X Zhu},
doi = {10.1109/MGRS.2024.3467001},
issn = {2168-6831},
year = {2024},
date = {2024-01-01},
journal = {IEEE Geoscience and Remote Sensing Magazine},
volume = {12},
number = {4},
pages = {261-304},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Huang, Wei; Shi, Yilei; Xiong, Zhitong; Zhu, Xiao Xiang Decouple and weight semi-supervised semantic segmentation of remote sensing images Journal Article ISPRS Journal of Photogrammetry and Remote Sensing, 212 , pp. 13-26, 2024, ISSN: 0924-2716. Links | BibTeX | Tags: Remote sensing Semi-supervised semantic segmentation Decoupled learning Weighting learning @article{RN311,
title = {Decouple and weight semi-supervised semantic segmentation of remote sensing images},
author = {Wei Huang and Yilei Shi and Zhitong Xiong and Xiao Xiang Zhu},
url = {https://www.sciencedirect.com/science/article/pii/S0924271624001710},
doi = {https://doi.org/10.1016/j.isprsjprs.2024.04.010},
issn = {0924-2716},
year = {2024},
date = {2024-01-01},
journal = {ISPRS Journal of Photogrammetry and Remote Sensing},
volume = {212},
pages = {13-26},
keywords = {Remote sensing Semi-supervised semantic segmentation Decoupled learning Weighting learning},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Koller, C; Jung, P; Zhu, X X Can Land Cover Classification Models Benefit From Distance-Aware Architectures? Journal Article IEEE Geoscience and Remote Sensing Letters, 21 , pp. 1-5, 2024, ISSN: 1558-0571. Links | BibTeX | Tags: @article{RN298,
title = {Can Land Cover Classification Models Benefit From Distance-Aware Architectures?},
author = {C Koller and P Jung and X X Zhu},
doi = {10.1109/LGRS.2024.3375370},
issn = {1558-0571},
year = {2024},
date = {2024-01-01},
journal = {IEEE Geoscience and Remote Sensing Letters},
volume = {21},
pages = {1-5},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Li, Qingyu; Krapf, Sebastian; Mou, Lichao; Shi, Yilei; Zhu, Xiao Xiang Deep learning-based framework for city-scale rooftop solar potential estimation by considering roof superstructures Journal Article Applied Energy, 374 , pp. 123839, 2024, ISSN: 0306-2619. Links | BibTeX | Tags: Convolutional neural network Remote sensing Roof superstructure Solar potential Local climate zone @article{RN324,
title = {Deep learning-based framework for city-scale rooftop solar potential estimation by considering roof superstructures},
author = {Qingyu Li and Sebastian Krapf and Lichao Mou and Yilei Shi and Xiao Xiang Zhu},
url = {https://www.sciencedirect.com/science/article/pii/S0306261924012224},
doi = {https://doi.org/10.1016/j.apenergy.2024.123839},
issn = {0306-2619},
year = {2024},
date = {2024-01-01},
journal = {Applied Energy},
volume = {374},
pages = {123839},
keywords = {Convolutional neural network Remote sensing Roof superstructure Solar potential Local climate zone},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Li, X; Wen, C; Hu, Y; Yuan, Z; Zhu, X X Vision-Language Models in Remote Sensing: Current progress and future trends Journal Article IEEE Geoscience and Remote Sensing Magazine, pp. 2-36, 2024, ISSN: 2168-6831. Links | BibTeX | Tags: @article{RN308,
title = {Vision-Language Models in Remote Sensing: Current progress and future trends},
author = {X Li and C Wen and Y Hu and Z Yuan and X X Zhu},
doi = {10.1109/MGRS.2024.3383473},
issn = {2168-6831},
year = {2024},
date = {2024-01-01},
journal = {IEEE Geoscience and Remote Sensing Magazine},
pages = {2-36},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Liu, C; Albrecht, C M; Wang, Y; Li, Q; Zhu, X X AIO2: Online Correction of Object Labels for Deep Learning With Incomplete Annotation in Remote Sensing Image Segmentation Journal Article IEEE Transactions on Geoscience and Remote Sensing, 62 , pp. 1-17, 2024, ISSN: 1558-0644. Links | BibTeX | Tags: @article{RN306,
title = {AIO2: Online Correction of Object Labels for Deep Learning With Incomplete Annotation in Remote Sensing Image Segmentation},
author = {C Liu and C M Albrecht and Y Wang and Q Li and X X Zhu},
doi = {10.1109/TGRS.2024.3373908},
issn = {1558-0644},
year = {2024},
date = {2024-01-01},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
volume = {62},
pages = {1-17},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Stark, T; Wurm, M; Zhu, X X; Taubenböck, H Quantifying Uncertainty in Slum Detection: Advancing Transfer Learning With Limited Data in Noisy Urban Environments Journal Article IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 17 , pp. 4552-4565, 2024, ISSN: 2151-1535. Links | BibTeX | Tags: @article{RN299,
title = {Quantifying Uncertainty in Slum Detection: Advancing Transfer Learning With Limited Data in Noisy Urban Environments},
author = {T Stark and M Wurm and X X Zhu and H Taubenböck},
doi = {10.1109/JSTARS.2024.3359636},
issn = {2151-1535},
year = {2024},
date = {2024-01-01},
journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
volume = {17},
pages = {4552-4565},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Steidl, V; Bamber, J L; Zhu, X X Physics-aware Machine Learning for Glacier Ice Thickness Estimation: A Case Study for Svalbard Journal Article EGUsphere, 2024 , pp. 1-19, 2024. Links | BibTeX | Tags: @article{RN348,
title = {Physics-aware Machine Learning for Glacier Ice Thickness Estimation: A Case Study for Svalbard},
author = {V Steidl and J L Bamber and X X Zhu},
url = {https://egusphere.copernicus.org/preprints/2024/egusphere-2024-1732/},
doi = {10.5194/egusphere-2024-1732},
year = {2024},
date = {2024-01-01},
journal = {EGUsphere},
volume = {2024},
pages = {1-19},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Wang, Yi; Albrecht, Conrad; Zhu, Xiao Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining Book 2024. Links | BibTeX | Tags: @book{RN350,
title = {Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining},
author = {Yi Wang and Conrad Albrecht and Xiao Zhu},
doi = {10.48550/arXiv.2405.20462},
year = {2024},
date = {2024-01-01},
keywords = {},
pubstate = {published},
tppubtype = {book}
}
|
![]() | Xie, Y; Yuan, X; Zhu, X X; Tian, J Multimodal Co-Learning for Building Change Detection: A Domain Adaptation Framework Using VHR Images and Digital Surface Models Journal Article IEEE Transactions on Geoscience and Remote Sensing, 62 , pp. 1-20, 2024, ISSN: 1558-0644. Links | BibTeX | Tags: @article{RN301,
title = {Multimodal Co-Learning for Building Change Detection: A Domain Adaptation Framework Using VHR Images and Digital Surface Models},
author = {Y Xie and X Yuan and X X Zhu and J Tian},
doi = {10.1109/TGRS.2024.3362680},
issn = {1558-0644},
year = {2024},
date = {2024-01-01},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
volume = {62},
pages = {1-20},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Xiong, Z; Chen, S; Shi, Y; Zhu, X X Self-Supervised Pretraining With Monocular Height Estimation for Semantic Segmentation Journal Article IEEE Transactions on Geoscience and Remote Sensing, 62 , pp. 1-12, 2024, ISSN: 1558-0644. Links | BibTeX | Tags: @article{RN316,
title = {Self-Supervised Pretraining With Monocular Height Estimation for Semantic Segmentation},
author = {Z Xiong and S Chen and Y Shi and X X Zhu},
doi = {10.1109/TGRS.2024.3412629},
issn = {1558-0644},
year = {2024},
date = {2024-01-01},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
volume = {62},
pages = {1-12},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Xiong, Z; Zhang, F; Wang, Y; Shi, Y; Zhu, X X EarthNets: Empowering artificial intelligence for Earth observation Journal Article IEEE Geoscience and Remote Sensing Magazine, pp. 2-36, 2024, ISSN: 2168-6831. Links | BibTeX | Tags: @article{RN327,
title = {EarthNets: Empowering artificial intelligence for Earth observation},
author = {Z Xiong and F Zhang and Y Wang and Y Shi and X X Zhu},
doi = {10.1109/MGRS.2024.3466998},
issn = {2168-6831},
year = {2024},
date = {2024-01-01},
journal = {IEEE Geoscience and Remote Sensing Magazine},
pages = {2-36},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Xu, F; Shi, Y; Ebel, P; Yang, W; Zhu, X X Multimodal and Multiresolution Data Fusion for High-Resolution Cloud Removal: A Novel Baseline and Benchmark Journal Article IEEE Transactions on Geoscience and Remote Sensing, 62 , pp. 1-15, 2024, ISSN: 1558-0644. Links | BibTeX | Tags: @article{RN208,
title = {Multimodal and Multiresolution Data Fusion for High-Resolution Cloud Removal: A Novel Baseline and Benchmark},
author = {F Xu and Y Shi and P Ebel and W Yang and X X Zhu},
doi = {10.1109/TGRS.2023.3337845},
issn = {1558-0644},
year = {2024},
date = {2024-01-01},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
volume = {62},
pages = {1-15},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Xu, Qingsong; Shi, Yilei; Bamber, Jonathan L; Ouyang, Chaojun; Zhu, Xiao Xiang Large-scale flood modeling and forecasting with FloodCast Journal Article Water Research, 264 , pp. 122162, 2024, ISSN: 0043-1354. Links | BibTeX | Tags: @article{RN326,
title = {Large-scale flood modeling and forecasting with FloodCast},
author = {Qingsong Xu and Yilei Shi and Jonathan L Bamber and Chaojun Ouyang and Xiao Xiang Zhu},
url = {https://www.sciencedirect.com/science/article/pii/S0043135424010613},
doi = {https://doi.org/10.1016/j.watres.2024.122162},
issn = {0043-1354},
year = {2024},
date = {2024-01-01},
journal = {Water Research},
volume = {264},
pages = {122162},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Yin, Xueqing; Aiken, John M; Harris, Richard; Bamber, Jonathan L A Bayesian spatio-temporal model of COVID-19 spread in England Journal Article Scientific Reports, 14 (1), pp. 10335, 2024, ISSN: 2045-2322. Links | BibTeX | Tags: @article{RN364,
title = {A Bayesian spatio-temporal model of COVID-19 spread in England},
author = {Xueqing Yin and John M Aiken and Richard Harris and Jonathan L Bamber},
url = {https://doi.org/10.1038/s41598-024-60964-0},
doi = {10.1038/s41598-024-60964-0},
issn = {2045-2322},
year = {2024},
date = {2024-01-01},
journal = {Scientific Reports},
volume = {14},
number = {1},
pages = {10335},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Yuan, Z; Mou, L; Hua, Y; Zhu, X X RRSIS: Referring Remote Sensing Image Segmentation Journal Article IEEE Transactions on Geoscience and Remote Sensing, 62 , pp. 1-12, 2024, ISSN: 1558-0644. Links | BibTeX | Tags: @article{RN295,
title = {RRSIS: Referring Remote Sensing Image Segmentation},
author = {Z Yuan and L Mou and Y Hua and X X Zhu},
doi = {10.1109/TGRS.2024.3369720},
issn = {1558-0644},
year = {2024},
date = {2024-01-01},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
volume = {62},
pages = {1-12},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Yuan, Z; Xiong, Z; Mou, L; Zhu, X X ChatEarthNet: A Global-Scale Image-Text Dataset Empowering Vision-Language Geo-Foundation Models Journal Article Earth Syst. Sci. Data Discuss., 2024 , pp. 1-24, 2024, ISSN: 1866-3591. Links | BibTeX | Tags: @article{RN349,
title = {ChatEarthNet: A Global-Scale Image-Text Dataset Empowering Vision-Language Geo-Foundation Models},
author = {Z Yuan and Z Xiong and L Mou and X X Zhu},
url = {https://essd.copernicus.org/preprints/essd-2024-140/},
doi = {10.5194/essd-2024-140},
issn = {1866-3591},
year = {2024},
date = {2024-01-01},
journal = {Earth Syst. Sci. Data Discuss.},
volume = {2024},
pages = {1-24},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Zhang, Fahong; Shi, Yilei; Xiong, Zhitong; Zhu, Xiao Xiang Few-Shot Object Detection in Remote Sensing: Lifting the Curse of Incompletely Annotated Novel Objects Journal Article IEEE Transactions on Geoscience and Remote Sensing, 62 , pp. 1-14, 2024, ISSN: 0196-2892. Links | BibTeX | Tags: @article{RN13,
title = {Few-Shot Object Detection in Remote Sensing: Lifting the Curse of Incompletely Annotated Novel Objects},
author = {Fahong Zhang and Yilei Shi and Zhitong Xiong and Xiao Xiang Zhu},
doi = {10.1109/tgrs.2023.3347329},
issn = {0196-2892},
year = {2024},
date = {2024-01-01},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
volume = {62},
pages = {1-14},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Zhao, S; Chen, Z; Xiong, Z; Shi, Y; Saha, S; Zhu, X X Beyond Grid Data: Exploring graph neural networks for Earth observation Journal Article IEEE Geoscience and Remote Sensing Magazine, pp. 2-35, 2024, ISSN: 2168-6831. Links | BibTeX | Tags: @article{RN338,
title = {Beyond Grid Data: Exploring graph neural networks for Earth observation},
author = {S Zhao and Z Chen and Z Xiong and Y Shi and S Saha and X X Zhu},
doi = {10.1109/MGRS.2024.3493972},
issn = {2168-6831},
year = {2024},
date = {2024-01-01},
journal = {IEEE Geoscience and Remote Sensing Magazine},
pages = {2-35},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
2023
|
![]() | Chen, Sining; Shi, Yilei; Xiong, Zhitong; Zhu, Xiao Xiang HTC-DC Net: Monocular Height Estimation From Single Remote Sensing Images Journal Article IEEE Transactions on Geoscience and Remote Sensing, 61 , pp. 1-18, 2023, ISSN: 0196-2892. Links | BibTeX | Tags: @article{RN263,
title = {HTC-DC Net: Monocular Height Estimation From Single Remote Sensing Images},
author = {Sining Chen and Yilei Shi and Zhitong Xiong and Xiao Xiang Zhu},
url = {https://ieeexplore.ieee.org/ielx7/36/10006360/10294289.pdf?tp=&arnumber=10294289&isnumber=10006360&ref=},
doi = {10.1109/tgrs.2023.3321255},
issn = {0196-2892},
year = {2023},
date = {2023-01-01},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
volume = {61},
pages = {1-18},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Daixin, Zhao; Konrad, Heidler; Milad, Asgarimehr; Caroline, Arnold; Tianqi, Xiao; Jens, Wickert; Xiang, Zhu Xiao; Lichao, Mou DDM-Former: Transformer networks for GNSS reflectometry global ocean wind speed estimation Journal Article Remote Sensing of Environment, 294 , pp. 113629, 2023, ISSN: 0034-4257. Links | BibTeX | Tags: Deep learning, GNSS reflectometry, Ocean wind speed, Transformer networks @article{RN264,
title = {DDM-Former: Transformer networks for GNSS reflectometry global ocean wind speed estimation},
author = {Zhao Daixin and Heidler Konrad and Asgarimehr Milad and Arnold Caroline and Xiao Tianqi and Wickert Jens and Zhu Xiao Xiang and Mou Lichao},
url = {https://www.sciencedirect.com/science/article/pii/S0034425723001803},
doi = {https://doi.org/10.1016/j.rse.2023.113629},
issn = {0034-4257},
year = {2023},
date = {2023-01-01},
journal = {Remote Sensing of Environment},
volume = {294},
pages = {113629},
keywords = {Deep learning, GNSS reflectometry, Ocean wind speed, Transformer networks},
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![]() | de Gélis, Iris; Saha, Sudipan; Shahzad, Muhammad; Corpetti, Thomas; Lefèvre, Sébastien; Zhu, Xiao Xiang Deep Unsupervised Learning for 3D ALS Point Clouds Change Detection Journal Article Computer Methods and Programs in Biomedicine, 240 , pp. 107721, 2023, ISSN: 0169-2607. Links | BibTeX | Tags: Band selection, Data gravitation, Human brain, Medical hyperspectral images @article{RN265,
title = {Deep Unsupervised Learning for 3D ALS Point Clouds Change Detection},
author = {Iris de Gélis and Sudipan Saha and Muhammad Shahzad and Thomas Corpetti and Sébastien Lefèvre and Xiao Xiang Zhu},
url = {https://www.sciencedirect.com/science/article/pii/S0169260723003875},
doi = {https://doi.org/10.1016/j.cmpb.2023.107721},
issn = {0169-2607},
year = {2023},
date = {2023-01-01},
journal = {Computer Methods and Programs in Biomedicine},
volume = {240},
pages = {107721},
keywords = {Band selection, Data gravitation, Human brain, Medical hyperspectral images},
pubstate = {published},
tppubtype = {article}
}
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![]() | Jens, Hoffmann Eike; Karam, Abdulahhad; Xiang, Zhu Xiao Using social media images for building function classification Journal Article Cities, 133 , pp. 104107, 2023, ISSN: 0264-2751. Links | BibTeX | Tags: Big data analytics, Building function classification, Social media image analysis, Urban land use @article{RN266,
title = {Using social media images for building function classification},
author = {Hoffmann Eike Jens and Abdulahhad Karam and Zhu Xiao Xiang},
url = {https://www.sciencedirect.com/science/article/pii/S0264275122005467},
doi = {https://doi.org/10.1016/j.cities.2022.104107},
issn = {0264-2751},
year = {2023},
date = {2023-01-01},
journal = {Cities},
volume = {133},
pages = {104107},
keywords = {Big data analytics, Building function classification, Social media image analysis, Urban land use},
pubstate = {published},
tppubtype = {article}
}
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![]() | Fan, Fan; Shi, Yilei; Guggemos, Tobias; Zhu, Xiao Xiang Hybrid Quantum-Classical Convolutional Neural Network Model for Image Classification Journal Article IEEE Transactions on Neural Networks and Learning Systems, pp. 1-15, 2023, ISSN: 2162-237X. Links | BibTeX | Tags: @article{RN267,
title = {Hybrid Quantum-Classical Convolutional Neural Network Model for Image Classification},
author = {Fan Fan and Yilei Shi and Tobias Guggemos and Xiao Xiang Zhu},
doi = {10.1109/tnnls.2023.3312170},
issn = {2162-237X},
year = {2023},
date = {2023-01-01},
journal = {IEEE Transactions on Neural Networks and Learning Systems},
pages = {1-15},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Gawlikowski, Jakob; Saha, Sudipan; Niebling, Julia; Zhu, Xiao Xiang Handling unexpected inputs: incorporating source-wise out-of-distribution detection into SAR-optical data fusion for scene classification Journal Article EURASIP Journal on Advances in Signal Processing, 2023 (1), 2023, ISSN: 1687-6180. Links | BibTeX | Tags: @article{RN268,
title = {Handling unexpected inputs: incorporating source-wise out-of-distribution detection into SAR-optical data fusion for scene classification},
author = {Jakob Gawlikowski and Sudipan Saha and Julia Niebling and Xiao Xiang Zhu},
doi = {10.1186/s13634-023-01008-z},
issn = {1687-6180},
year = {2023},
date = {2023-01-01},
journal = {EURASIP Journal on Advances in Signal Processing},
volume = {2023},
number = {1},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Gawlikowski, Jakob; Tassi, Cedrique Rovile Njieutcheu; Ali, Mohsin; Lee, Jongseok; Humt, Matthias; Feng, Jianxiang; Kruspe, Anna; Triebel, Rudolph; Jung, Peter; Roscher, Ribana; Shahzad, Muhammad; Yang, Wen; Bamler, Richard; Zhu, Xiao Xiang A survey of uncertainty in deep neural networks Journal Article Artificial Intelligence Review, 56 (S1), pp. 1513-1589, 2023, ISSN: 0269-2821. Links | BibTeX | Tags: @article{RN269,
title = {A survey of uncertainty in deep neural networks},
author = {Jakob Gawlikowski and Cedrique Rovile Njieutcheu Tassi and Mohsin Ali and Jongseok Lee and Matthias Humt and Jianxiang Feng and Anna Kruspe and Rudolph Triebel and Peter Jung and Ribana Roscher and Muhammad Shahzad and Wen Yang and Richard Bamler and Xiao Xiang Zhu},
doi = {10.1007/s10462-023-10562-9},
issn = {0269-2821},
year = {2023},
date = {2023-01-01},
journal = {Artificial Intelligence Review},
volume = {56},
number = {S1},
pages = {1513-1589},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Guo, Jianhua; Liu, Zhiheng; Zhu, Xiao Xiang Assessing the macro-scale patterns of urban tree canopy cover in Brazil using high-resolution remote sensing images Journal Article Sustainable Cities and Society, 100 , 2023, ISSN: 22106707. Links | BibTeX | Tags: @article{RN270,
title = {Assessing the macro-scale patterns of urban tree canopy cover in Brazil using high-resolution remote sensing images},
author = {Jianhua Guo and Zhiheng Liu and Xiao Xiang Zhu},
doi = {10.1016/j.scs.2023.105003},
issn = {22106707},
year = {2023},
date = {2023-01-01},
journal = {Sustainable Cities and Society},
volume = {100},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
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![]() | Heidler, Konrad; Mou, Lichao; Hu, Di; Jin, Pu; Li, Guangyao; Gan, Chuang; Wen, Ji-Rong; Zhu, Xiao Xiang Self-supervised audiovisual representation learning for remote sensing data Journal Article International Journal of Applied Earth Observation and Geoinformation, 116 , pp. 103130, 2023, ISSN: 1569-8432. Links | BibTeX | Tags: Self-supervised learning Multi-modal learning Representation learning Audiovisual dataset @article{RN271,
title = {Self-supervised audiovisual representation learning for remote sensing data},
author = {Konrad Heidler and Lichao Mou and Di Hu and Pu Jin and Guangyao Li and Chuang Gan and Ji-Rong Wen and Xiao Xiang Zhu},
url = {https://www.sciencedirect.com/science/article/pii/S1569843222003181},
doi = {https://doi.org/10.1016/j.jag.2022.103130},
issn = {1569-8432},
year = {2023},
date = {2023-01-01},
journal = {International Journal of Applied Earth Observation and Geoinformation},
volume = {116},
pages = {103130},
keywords = {Self-supervised learning Multi-modal learning Representation learning Audiovisual dataset},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Heidler, Konrad; Mou, Lichao; Loebel, Erik; Scheinert, Mirko; Lefèvre, Sébastien; Zhu, Xiao A Deep Active Contour Model for Delineating Glacier Calving Fronts Journal Article IEEE Transactions on Geoscience and Remote Sensing, 61 (5615912), 2023, ISSN: 1558-0644. Links | BibTeX | Tags: @article{RN272,
title = {A Deep Active Contour Model for Delineating Glacier Calving Fronts},
author = {Konrad Heidler and Lichao Mou and Erik Loebel and Mirko Scheinert and Sébastien Lefèvre and Xiao Zhu},
doi = {10.1109/TGRS.2023.3296539},
issn = {1558-0644},
year = {2023},
date = {2023-01-01},
journal = { IEEE Transactions on Geoscience and Remote Sensing},
volume = {61},
number = {5615912},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Hermann, Martin; Saha, Sudipan; Zhu, Xiao Xiang Filtering Specialized Change in a Few-Shot Setting Journal Article IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 16 , pp. 1185-1196, 2023, ISSN: 1939-1404. Links | BibTeX | Tags: @article{RN273,
title = {Filtering Specialized Change in a Few-Shot Setting},
author = {Martin Hermann and Sudipan Saha and Xiao Xiang Zhu},
doi = {10.1109/jstars.2022.3231915},
issn = {1939-1404},
year = {2023},
date = {2023-01-01},
journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
volume = {16},
pages = {1185-1196},
keywords = {},
pubstate = {published},
tppubtype = {article}
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![]() | Hu, Jingliang; Liu, Rong; Hong, Danfeng; Camero, Andrés; Yao, Jing; Schneider, Mathias; Kurz, Franz; Segl, Karl; Zhu, Xiao Xiang MDAS: a new multimodal benchmark dataset for remote sensing Journal Article Earth System Science Data, 15 (1), pp. 113-131, 2023, ISSN: 1866-3516. Links | BibTeX | Tags: @article{RN274,
title = {MDAS: a new multimodal benchmark dataset for remote sensing},
author = {Jingliang Hu and Rong Liu and Danfeng Hong and Andrés Camero and Jing Yao and Mathias Schneider and Franz Kurz and Karl Segl and Xiao Xiang Zhu},
doi = {10.5194/essd-15-113-2023},
issn = {1866-3516},
year = {2023},
date = {2023-01-01},
journal = {Earth System Science Data},
volume = {15},
number = {1},
pages = {113-131},
keywords = {},
pubstate = {published},
tppubtype = {article}
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![]() | Huang, Wei; Shi, Yilei; Xiong, Zhitong; Zhu, Xiao AdaptMatch: Adaptive Matching for Semi-supervised Binary Segmentation of Remote Sensing Images Journal Article IEEE Transactions on Geoscience and Remote Sensing, PP , pp. 1-1, 2023. Links | BibTeX | Tags: @article{RN275,
title = {AdaptMatch: Adaptive Matching for Semi-supervised Binary Segmentation of Remote Sensing Images},
author = {Wei Huang and Yilei Shi and Zhitong Xiong and Xiao Zhu},
doi = {10.1109/TGRS.2023.3332490},
year = {2023},
date = {2023-01-01},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
volume = {PP},
pages = {1-1},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Jianhua, Guo; Qingsong, Xu; Yue, Zeng; Zhiheng, Liu; Xiang, Zhu Xiao Nationwide urban tree canopy mapping and coverage assessment in Brazil from high-resolution remote sensing images using deep learning Journal Article ISPRS Journal of Photogrammetry and Remote Sensing, 198 , pp. 1-15, 2023, ISSN: 0924-2716. Links | BibTeX | Tags: Brazil, Remote sensing, Semi-supervised learning, Urban ecosystem services, Urban tree canopy @article{RN276,
title = {Nationwide urban tree canopy mapping and coverage assessment in Brazil from high-resolution remote sensing images using deep learning},
author = {Guo Jianhua and Xu Qingsong and Zeng Yue and Liu Zhiheng and Zhu Xiao Xiang},
url = {https://www.sciencedirect.com/science/article/pii/S0924271623000461},
doi = {https://doi.org/10.1016/j.isprsjprs.2023.02.007},
issn = {0924-2716},
year = {2023},
date = {2023-01-01},
journal = {ISPRS Journal of Photogrammetry and Remote Sensing},
volume = {198},
pages = {1-15},
keywords = {Brazil, Remote sensing, Semi-supervised learning, Urban ecosystem services, Urban tree canopy},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Kondmann, Lukas; Saha, Sudipan; Zhu, Xiao Xiang SemiSiROC: Semisupervised Change Detection With Optical Imagery and an Unsupervised Teacher Model Journal Article IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 16 , pp. 3879-3891, 2023. Links | BibTeX | Tags: Earth Training Optical sensors Optical imaging Data models Optical filters Uncertainty Change detection (CD) multitemporal optical images semisupervised unsupervised @article{RN277,
title = {SemiSiROC: Semisupervised Change Detection With Optical Imagery and an Unsupervised Teacher Model},
author = {Lukas Kondmann and Sudipan Saha and Xiao Xiang Zhu},
doi = {10.1109/JSTARS.2023.3268104},
year = {2023},
date = {2023-01-01},
journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
volume = {16},
pages = {3879-3891},
keywords = {Earth Training Optical sensors Optical imaging Data models Optical filters Uncertainty Change detection (CD) multitemporal optical images semisupervised unsupervised},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Li, Tian; Dawson, Geoffrey J; Chuter, Stephen J; Bamber, Jonathan L Grounding line retreat and tide-modulated ocean channels at Moscow University and Totten Glacier ice shelves, East Antarctica Journal Article The Cryosphere, 17 (2), pp. 1003-1022, 2023, ISSN: 1994-0424. Links | BibTeX | Tags: @article{RN278,
title = {Grounding line retreat and tide-modulated ocean channels at Moscow University and Totten Glacier ice shelves, East Antarctica},
author = {Tian Li and Geoffrey J Dawson and Stephen J Chuter and Jonathan L Bamber},
doi = {10.5194/tc-17-1003-2023},
issn = {1994-0424},
year = {2023},
date = {2023-01-01},
journal = {The Cryosphere},
volume = {17},
number = {2},
pages = {1003-1022},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Qingyu, Li; Lichao, Mou; Yuansheng, Hua; Yilei, Shi; Sining, Chen; Yao, Sun; Xiang, Zhu Xiao 3DCentripetalNet: Building height retrieval from monocular remote sensing imagery Journal Article International Journal of Applied Earth Observation and Geoinformation, 120 , pp. 103311, 2023, ISSN: 1569-8432. Links | BibTeX | Tags: Building footprint generation, Building height retrieval, Height estimation, Monocular imagery @article{RN279,
title = {3DCentripetalNet: Building height retrieval from monocular remote sensing imagery},
author = {Li Qingyu and Mou Lichao and Hua Yuansheng and Shi Yilei and Chen Sining and Sun Yao and Zhu Xiao Xiang},
url = {https://www.sciencedirect.com/science/article/pii/S1569843223001334},
doi = {https://doi.org/10.1016/j.jag.2023.103311},
issn = {1569-8432},
year = {2023},
date = {2023-01-01},
journal = {International Journal of Applied Earth Observation and Geoinformation},
volume = {120},
pages = {103311},
keywords = {Building footprint generation, Building height retrieval, Height estimation, Monocular imagery},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Qingyu, Li; Sebastian, Krapf; Yilei, Shi; Xiang, Zhu Xiao SolarNet: A convolutional neural network-based framework for rooftop solar potential estimation from aerial imagery Journal Article International Journal of Applied Earth Observation and Geoinformation, 116 , pp. 103098, 2023, ISSN: 1569-8432. Links | BibTeX | Tags: Convolutional neural network, Remote sensing, Renewable energy, Roof segments and orientations, Solar potential @article{RN280,
title = {SolarNet: A convolutional neural network-based framework for rooftop solar potential estimation from aerial imagery},
author = {Li Qingyu and Krapf Sebastian and Shi Yilei and Zhu Xiao Xiang},
url = {https://www.sciencedirect.com/science/article/pii/S1569843222002862},
doi = {https://doi.org/10.1016/j.jag.2022.103098},
issn = {1569-8432},
year = {2023},
date = {2023-01-01},
journal = {International Journal of Applied Earth Observation and Geoinformation},
volume = {116},
pages = {103098},
keywords = {Convolutional neural network, Remote sensing, Renewable energy, Roof segments and orientations, Solar potential},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Runmin, Dong; Lixian, Zhang; Weijia, Li; Shuai, Yuan; Lin, Gan; Juepeng, Zheng; Haohuan, Fu; Lichao, Mou; Xiang, Zhu Xiao An adaptive image fusion method for Sentinel-2 images and high-resolution images with long-time intervals Journal Article International Journal of Applied Earth Observation and Geoinformation, 121 , pp. 103381, 2023, ISSN: 1569-8432. Links | BibTeX | Tags: Deep learning, High-resolution remote sensing, Multi-source image, Spatial resolution, Super-resolution @article{RN281,
title = {An adaptive image fusion method for Sentinel-2 images and high-resolution images with long-time intervals},
author = {Dong Runmin and Zhang Lixian and Li Weijia and Yuan Shuai and Gan Lin and Zheng Juepeng and Fu Haohuan and Mou Lichao and Zhu Xiao Xiang},
url = {https://www.sciencedirect.com/science/article/pii/S1569843223002054},
doi = {https://doi.org/10.1016/j.jag.2023.103381},
issn = {1569-8432},
year = {2023},
date = {2023-01-01},
journal = {International Journal of Applied Earth Observation and Geoinformation},
volume = {121},
pages = {103381},
keywords = {Deep learning, High-resolution remote sensing, Multi-source image, Spatial resolution, Super-resolution},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Shanyu, Zhou; Lichao, Mou; Yuansheng, Hua; Lixian, Zhang; Hermann, Kaufmann; Xiang, Zhu Xiao Can we use deep learning models to identify the functionality of plastics from space? Journal Article International Journal of Applied Earth Observation and Geoinformation, 123 , pp. 103491, 2023, ISSN: 1569-8432. Links | BibTeX | Tags: Deep learning, Environmental management, Plastic detection, Plastic functionality, Sentinel-2 @article{RN282,
title = {Can we use deep learning models to identify the functionality of plastics from space?},
author = {Zhou Shanyu and Mou Lichao and Hua Yuansheng and Zhang Lixian and Kaufmann Hermann and Zhu Xiao Xiang},
url = {https://www.sciencedirect.com/science/article/pii/S1569843223003151},
doi = {https://doi.org/10.1016/j.jag.2023.103491},
issn = {1569-8432},
year = {2023},
date = {2023-01-01},
journal = {International Journal of Applied Earth Observation and Geoinformation},
volume = {123},
pages = {103491},
keywords = {Deep learning, Environmental management, Plastic detection, Plastic functionality, Sentinel-2},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Song, Qian; Albrecht, Conrad; Xiong, Zhitong; Zhu, Xiao Biomass Estimation and Uncertainty Quantification From Tree Height Journal Article IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, PP , pp. 1-14, 2023, (
). Links | BibTeX | Tags: @article{RN283,
title = {Biomass Estimation and Uncertainty Quantification From Tree Height},
author = {Qian Song and Conrad Albrecht and Zhitong Xiong and Xiao Zhu},
doi = {10.1109/JSTARS.2023.3271186},
year = {2023},
date = {2023-01-01},
journal = {IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
volume = {PP},
pages = {1-14},
note = {
},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
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![]() | Traoré, Kalifou René; Camero, Andrés; Zhu, Xiao Xiang A data-driven approach to neural architecture search initialization Journal Article Annals of Mathematics and Artificial Intelligence, 2023, ISSN: 1012-2443. Links | BibTeX | Tags: @article{RN284,
title = {A data-driven approach to neural architecture search initialization},
author = {Kalifou René Traoré and Andrés Camero and Xiao Xiang Zhu},
doi = {10.1007/s10472-022-09823-0},
issn = {1012-2443},
year = {2023},
date = {2023-01-01},
journal = {Annals of Mathematics and Artificial Intelligence},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
![]() | Wei, Huang; Yilei, Shi; Zhitong, Xiong; Qi, Wang; Xiang, Zhu Xiao Semi-supervised bidirectional alignment for Remote Sensing cross-domain scene classification Journal Article ISPRS Journal of Photogrammetry and Remote Sensing, 195 , pp. 192-203, 2023, ISSN: 0924-2716. Links | BibTeX | Tags: Bidirectional sample-class alignment, Cross-domain classification, Remote sensing, Semi-supervised domain adaptation @article{RN285,
title = {Semi-supervised bidirectional alignment for Remote Sensing cross-domain scene classification},
author = {Huang Wei and Shi Yilei and Xiong Zhitong and Wang Qi and Zhu Xiao Xiang},
url = {https://www.sciencedirect.com/science/article/pii/S0924271622003069},
doi = {https://doi.org/10.1016/j.isprsjprs.2022.11.013},
issn = {0924-2716},
year = {2023},
date = {2023-01-01},
journal = {ISPRS Journal of Photogrammetry and Remote Sensing},
volume = {195},
pages = {192-203},
keywords = {Bidirectional sample-class alignment, Cross-domain classification, Remote sensing, Semi-supervised domain adaptation},
pubstate = {published},
tppubtype = {article}
}
|
