Semantic Segmentation
2023
A. Jamali, S. K. Roy, J. Li, and P. Ghamisi (2023) TransU-Net++: Rethinking Attention Gated TransU-Net for Deforestation Mapping. International Journal of Applied Earth Observation and Geoinformation, 120, 103332, 2023-06-01. (more) (download)
2022
Y. Xu, F. He, B. Du, D. Tao, and L. Zhang (2022) Self-Ensembling GAN for Cross-Domain Semantic Segmentation. IEEE Transactions on Multimedia, 2022-12-29. (more) (download)
O. Ghorbanzadeh, A. Crivellari, D. Tiede, P. Ghamisi, and S. Lang (2022) Mapping Dwellings in IDP/Refugee Settlements Using Deep Learning. Remote Sensing, 14, 24, 6382, 2022-12-16. (more) (download)
L. Wu, L. Fang, J. Yue, B. Zhang, P. Ghamisi, and M. He (2022) Deep Bilateral Filtering Network for Point-Supervised Semantic Segmentation in Remote Sensing Images. IEEE Transactions on Image Processing, 31, 7419-7434, 2022-11-23. (more) (download)
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)
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. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 9927-9942, 2022-11-09. (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. IEEE Transactions on Geoscience and Remote Sensing, 60, 2022-10-17. (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)
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)
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 & P. Ghamisi (2022) Universal Adversarial Examples in Remote Sensing: Methodology and Benchmark. IEEE Transactions on Geoscience and Remote Sensing, 60, 2022-03-02. (more) (download)
M. Lu, L. Fang, M. Li, B. Zhang, Y. Zhang, and P. Ghamisi (2022) NFANet: A Novel Method for Weakly Supervised Water Extraction from High-Resolution Remote Sensing Imagery. IEEE Transactions on Geoscience and Remote Sensing, 60, 1-14, 2022-01-04. (more) (download)