2022

N. Dräger, Y. Xu, and P. Ghamisi (2022) Backdoor Attacks for Remote Sensing Data with Wavelet Transform. arXiv:2211.08044, 2022-11-15. (more) (download)

S. Chang, M. Kopp, and P. Ghamisi (2022) Sketched Multi-view Subspace Learning for Hyperspectral Anomalous Change Detection. arXiv:2210.04271, 2022-10-09. (more) (download)

P. Duan, X. Kang, and P. Ghamisi (2022) Hyperspectral Remote Sensing Benchmark Database for Oil Spill Detection with an Isolation Forest-Guided Unsupervised Detector. arXiv:2209.14971, 2022-09-28. (more) (download)

L. Fang, P. Zhou, X. Liu, P. Ghamisi, and S. Chen (2022) Context Enhancing Representation for Semantic Segmentation in Remote Sensing Images. IEEE Transactions on Neural Networks and Learning Systems, 2022-09-09. (more) (download)

O. Ghorbanzadeh, Y. Xu, H. Zhao, J. Wang, Y. Zhong, D. Zhao, Q. Zang, S. Wang, F. Zhang, Y. Shi, X. X. Zhu, L. Bai, W. Li, W. Peng, and P. Ghamisi (2022) The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection from Multi-Source Satellite Imagery. arXiv:2209.02556, 2022-09-06. (more) (download)

I. Ulku, E. Akagündüz, and P. Ghamisi (2022) Deep Semantic Segmentation of Trees Using Multispectral Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 7589-7604, 2022-08-31. (more) (download)

L. E. La Rosa, D. A. Oliveira, and P. Ghamisi (2022) Learning Crop Type Mapping from Regional Label Proportions in Large-Scale SAR and Optical Imagery. arXiv:2208.11607, 2022-08-24. (more) (download)

Y. Xu, B. Du, and L. Zhang (2022) Robust Self-Ensembling Network for Hyperspectral Image Classification. IEEE Transactions on Neural Networks and Learning Systems, 2022-08-19. (more) (download)

K. R. Shahi, P. Ghamisi, B. Rasti, R. Gloaguen, and P. Scheunders (2022) MS2A-Net: Multiscale Spectral–Spatial Association Network for Hyperspectral Image Clustering. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 6518-6530, 2022-08-11. (more) (download)

Y. Xu, W. Yu, P. Ghamisi, M. Kopp, and S. Hochreiter (2022) Txt2Img-MHN: Remote Sensing Image Generation from Text Using Modern Hopfield Networks. arXiv:2208.04441, 2022-08-08. (more) (download)

Y. Xu & P. Ghamisi (2022) Consistency-Regularized Region-Growing Network for Semantic Segmentation of Urban Scenes with Point-Level Annotations. IEEE Transactions on Image Processing, 2022-07-25. (more) (download)

P. Ghamisi, O. Ghorbanzadeh, Y. Xu, P. Herruzo, D. Kreil, M. Kopp, and S. Hochreiter (2022) The Landslide4Sense Competition 2022. CEUR Workshop Proceedings, 3207, 2022-07-25. (more) (download)

Y. Xu, W. Yu, and P. Ghamisi (2022) Task-Guided Denoising Network for Adversarial Defense of Remote Sensing Scene Classification. CEUR Workshop Proceedings, 3207, 2022-07-25. (more) (download)

K. R. Shahi, P. Ghamisi, B. Rasti, P. Scheunders, and R. Gloaguen (2022) Hyperspectral Clustering Using Atrous Spatial-Spectral Convolutional Network. IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 199-202, 2022-07-17. (more) (download)

M. Schmitt, P. Ghamisi, N. Yokoya, and R. Hänsch (2022) EOD: The IEEE GRSS Earth Observation Database. International Geoscience and Remote Sensing Symposium (IGARSS), 5365-5368, 2022-07-17. (more) (download)

W. Wang, Y. Chen, and P. Ghamisi (2022) Transferring CNN with Adaptive Learning for Remote Sensing Scene Classification. IEEE Transactions on Geoscience and Remote Sensing, 60, 2022-07-14. (more) (download)

S. Namdari, A. I. Z. Alnasrawi, O. Ghorbanzadeh, A. Sorooshian, K. V. Kamran, and P. Ghamisi (2022) Time Series of Remote Sensing Data for Interaction Analysis of the Vegetation Coverage and Dust Activity in the Middle East. Remote Sensing, 14, 13, 2963, 2020-06-21. (more) (download)

M. Mc Cutchan & I. Giannopoulos (2022) Encoding Geospatial Vector Data for Deep Learning: LULC as a Use Case. Remote Sensing, 14, 12, 2812, 2022-06-11. (more) (download)

O. Ghorbanzadeh, Y. Xu, P. Ghamisi, M. Kopp, and D. Kreil (2022) Landslide4Sense: Reference Benchmark Data and Deep Learning Models for Landslide Detection. arXiv:2206.00515, 2022-06-01. (more) (download)

Y. Cai, Z. Zhang, P. Ghamisi, Y. Ding, X. Liu, Z. Cai, and R. Gloaguen (2022) Superpixel Contracted Neighborhood Contrastive Subspace Clustering Network for Hyperspectral Images. IEEE Transactions on Geoscience and Remote Sensing, 2022-06-01. (more) (download)

H. Li, J. Zech, D. Hong, P. Ghamisi, M. Schultz, and A. Zipf (2022) Leveraging OpenStreetMap and Multimodal Remote Sensing Data with Joint Deep Learning for Wastewater Treatment Plants Detection. International Journal of Applied Earth Observation and Geoinformation, 110, 102804, 2022-06-01. (more) (download)

J. Yuan, S. Wang, C. Wu, and Y. Xu (2022) Fine-Grained Classification of Urban Functional Zones and Landscape Pattern Analysis Using Hyperspectral Satellite Imagery: A Case Study of Wuhan. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 3972 - 3991, 2022-05-12. (more) (download)

S. Das, S. Pratiher, C. Kyal, and P. Ghamisi (2022) Sparsity Regularized Deep Subspace Clustering for Multi-criterion-based Hyperspectral Band Selection. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022-05-03. (more) (download)

J. Yue, L. Fang, P. Ghamisi, W. Xie, J. Li, J. Chanussot, and A. J. Plaza (2022) Optical Remote Sensing Image Understanding with Weak Supervision: Concepts, Methods, and Perspectives. IEEE Geoscience and Remote Sensing Magazine, 2022-04-18. (more) (download)

©2022 IARAI - INSTITUTE OF ADVANCED RESEARCH IN ARTIFICIAL INTELLIGENCE

Imprint | Privacy Policy

Stay in the know with developments at IARAI

We can let you know if there’s any

updates from the Institute.
You can later also tailor your news feed to specific research areas or keywords (Privacy)
Loading

Log in with your credentials

Forgot your details?

Create Account