Jón Atli Benediktsson - Publications, H-index & Citations

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Jón Atli Benediktsson

University of Iceland

103H-index

666Paper Count

4.3WCitation Count

Published Papers 193

Publication Date

Spectral–Spatial–Frequency Geometry Adaptive Network for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing

IF8.6

2026-07-06

PREAI

Boxun Dun; Danfeng Liu; Liguo Wang; Jón Atli Benediktsson

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Fully Blind Hyperspectral Unmixing Without Explicit Mixing Models or Endmember Initialization

IEEE Transactions on Geoscience and Remote Sensing

IF8.6

2026-03-09

PREAI

Dong Chen; Junping Zhang; Jiaxin Li; Jón Atli Benediktsson; Magnus Örn Úlfarsson

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Dual-Branch Token Selection Fusion Network for Hyperspectral Image Classification With Few Labeled Samples

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

IF5.3

2026-01-01

PREAI

Dun, Boxun; Liu, Danfeng; Wang, Liguo; Benediktsson, Jon Atli

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Hybrid Deep Learning Models for Remote Sensing Image Processing

Proceedings of the IEEE

IF25.9

2025-12-12

PREAI

Matthieu Muller; Daniele Picone; Begüm Demir; Gustau Camps-Valls; Mauro Dalla Mura; Magnús Örn Úlfarsson; Jón Atli Benediktsson

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Urban visual-spatial intelligence: linking human and sensor perception for sustainable urban development

npj Urban Sustainability

IF8.8

2025-08-12

OAAI

Qihao Weng; Qianbao Hou; Zhixing Chen; Jón Atli Benediktsson; Paolo Gamba; Devis Tuia; Fan Zhang; Yonghao Xu; Meiliu Wu; Na Li; Michael Batty

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Newly established forests dominated global carbon sequestration change induced by land cover conversions

Nature Communications

IF15.7

2025-07-17

OAAI

Dailiang Peng; Bing Zhang; Shijun Zheng; Weimin Ju; Jing M. Chen; Philippe Ciais; Huadong Guo; Yuhao Pan; Le Yu; Yidi Xu; Bin Zhao; Jón Atli Benediktsson; Alfredo R. Huete; Zhou Shi; Yueming Hu; Liangyun Liu; Fang Chen; Miaogen Shen; Lei Huang; Xiaoyang Zhang

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Land cover change detection with hyperspectral remote sensing images: A survey

INFORMATION FUSION

IF15.5

2025-06-07

PREAI

Lv, Zhiyong; Zhang, Ming; Sun, Weiwei; Lei, Tao; Benediktsson, Jon Atli; Liu, Tongfei

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Physical Interpretation of Microwave Emission From Snow-Covered Stratified Sea Ice With Rough Boundaries

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

IF8.6

2025-01-01

PREAI

Yang, Ying; Chen, Kun-Shan; Benediktsson, Jon Atli; Ulfarsson, Magnus Orn

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Hierarchical Feature Fusion Triple Network for Change Detection With Bitemporal Remote Sensing Images

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

IF8.6

2025-01-01

PREAI

Lv, Zhiyong; Yang, Tianyv; Zhong, Pingdong; Sun, Weiwei; Benediktsson, Jon Atli; Li, Junhuai

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Iterative Training Sample Augmentation for Enhancing Land Cover Change Detection Performance With Deep Learning Neural Network

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

IF8.9

2024-11-01

PREAI

Lv, Zhiyong; Huang, Haitao; Sun, Weiwei; Jia, Meng; Benediktsson, Jon Atli; Chen, Fengrui

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Interpretable foundation models as decryptors peering into the Earth system

INNOVATION

IF25.7

2024-09-01

OAAI

Li, Chenyu; Hong, Danfeng; Zhang, Bing; Liao, Tianjun; Yokoya, Naoto; Ghamisi, Pedram; Chen, Min; Wang, Lizhe; Benediktsson, Jon Atli; Chanussot, Jocelyn

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DRBM-ClustNet: A Deep Restricted Boltzmann-Kohonen Architecture for Data Clustering

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

IF8.9

2024-02-01

OAAI

Senthilnath, J.; Nagaraj, G.; Simha, Sumanth C.; Kulkarni, Sushant; Thapa, Meenakumari; Indiramma, M.; Benediktsson, Jon Atli

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Sample Iterative Enhancement Approach for Improving Classification Performance of Hyperspectral Imagery

ieee geoscience and remote sensing magazine

IF4.4

2024-01-01

PREAI

Lv, Zhiyong; Zhang, Pengfei; Sun, Weiwei; Lei, Tao; Benediktsson, Jon Atli; Li, Peng

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Iterative Sample Generation and Balance Approach for Improving Hyperspectral Remote Sensing Imagery Classification With Deep Learning Network

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

IF8.6

2024-01-01

PREAI

Lv, Zhiyong; Zhang, Pengfei; Xie, Linfu; Benediktsson, Jon Atli; Lei, Tao

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Exploring Transformer-Based Direction-of-Arrival Estimation Over Sea Surface: A BERT Approach With Physics-Based Loss Function

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

IF8.6

2024-01-01

PREAI

Zhao, Xiuyi; Atli Benediktsson, Jon; Yang, Ying; Chen, Kun-Shan; Orn Ulfarsson, Magnus

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Small-Sample Classification for Hyperspectral Images With EPF-Based Smooth Ordering

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

IF8.6

2024-01-01

PREAI

Ye, Zhijing; Zhang, Liming; Zheng, Chengyong; Peng, Jiangtao; Benediktsson, Jon Atli

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Comprehensive mapping of lunar surface chemistry by adding Chang'e-5 samples with deep learning

NATURE COMMUNICATIONS

IF15.7

2023-11-20

OAAI

Yang, Chen; Zhang, Xinmei; Bruzzone, Lorenzo; Liu, Bin; Liu, Dawei; Ren, Xin; Benediktsson, Jon Atli; Liang, Yanchun; Yang, Bo; Yin, Minghao; Zhao, Haishi; Guan, Renchu; Li, Chunlai; Ouyang, Ziyuan

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Deep-Learning-Based 3-D Surface Reconstruction-A Survey

PROCEEDINGS OF THE IEEE

IF25.9

2023-11-01

OAAI

Farshian, Anis; Goetz, Markus; Cavallaro, Gabriele; Debus, Charlotte; Niessner, Matthias; Benediktsson, Jon Atli; Streit, Achim

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Novel Enhanced UNet for Change Detection Using Multimodal Remote Sensing Image

ieee geoscience and remote sensing magazine

IF4.4

2023-01-01