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)

A. J. Afifi, S. T. Thiele, S. Lorenz, P. Ghamisi, R. Tolosana-Delgado, M. Kirsch, R. Gloaguen, and M. Heizmann (2023) Tinto: Multisensor Benchmark for 3D Hyperspectral Point Cloud Segmentation in the Geosciences. arXiv:2305.09928, 2023-05-17. (more) (download)

J. Schimunek, P. Seidl, L. Friedrich, D. Kuhn, F. Rippmann, S. Hochreiter, and G. Klambauer (2023) Context-Enriched Molecule Representations Improve Few-Shot Drug Discovery. arXiv:2305.09481, 2023-04-24. (more) (download)

M. Kopp (2023) The Impact of the AI Revolution on Asset Management. arXiv:2304.10212, 2023-04-20. (more) (download)

S. T. Seydi, M. Hasanlou, J. Chanussot, and P. Ghamisi (2023) BDD-Net+: A Building Damage Detection Framework Based on Modified Coat-Net. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 16, 2023-04-17. (more) (download)

S. Chang, M. Kopp, and P. Ghamisi (2023) Dsfer-Net: A Deep Supervision and Feature Retrieval Network for Bitemporal Change Detection Using Modern Hopfield Networks. arXiv:2304.01101, 2023-04-03. (more) (download)

S. Chang & P. Ghamisi (2023) Changes to Captions: An Attentive Network for Remote Sensing Change Captioning. arXiv:2304.01091, 2023-04-03. (more) (download)

S. Paul, L. E. Cue la Rosa, P. Ghamisi, and R. Gloaguen (2023) Unsupervised Annual Change Detection from Optical-SAR Fused Satellite Image Time-Series using 3D-CAE. International Journal of Remote Sensing, 44, 5, 2023-03-22. (more) (download)

A. Auer, M. Gauch, D. Klotz, and S. Hochreiter (2023) Conformal Prediction for Time Series with Modern Hopfield Networks. arXiv:2303.12783, 2023-03-22. (more) (download)

B. Schäfl, L. Gruber, J. Brandstetter, and S. Hochreiter (2023) G-Signatures: Global Graph Propagation with Randomized Signatures. arXiv:2302.08811, 2023-02-17. (more) (download)

J. Yang, B. Du, Y. Xu, and L. Zhang (2023) Can Spectral Information Work While Extracting Spatial Distribution?—An Online Spectral Information Compensation Network for HSI Classification. IEEE Transactions on Image Processing, 2023-02-16. (more) (download)

H. Zhang, F. Torres, R. Sicre, Y. Avrithis, and S. Ayache (2023) Opti-CAM: Optimizing Saliency Maps for Interpretability. arXiv:2301.07002, 2023-01-17. (more) (download)

Y. Cai, Z. Zhang, P. Ghamisi, Z. Cai, X. Liu, and Y. Ding (2023) Fully Linear Graph Convolutional Networks for Semi-Supervised and Unsupervised Classification. ACM Transactions on Intelligent Systems and Technology, 2023-01-09. (more) (download)


Y. Xu, T. Bai, W. Yu, S. Chang, P. M. Atkinson, and P. Ghamisi (2022) AI Security for Geoscience and Remote Sensing: Challenges and Future Trends. arXiv:2212.09360, 2022-12-19. (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)

Y. Zhang, P. Duan, J. Mao, X. Kang, L. Fang, and P. Ghamisi (2022) Contour Structural Profiles: An Edge-Aware Feature Extractor for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing, 2022-12-14. (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)

I. Svogor, C. Eichenberger, M. Spanring, M. Neun, and M. Kopp (2022) Profiling and Improving the PyTorch Dataloader for High-Latency Storage: A Technical Report. arXiv:2211.04908, 2022-11-09. (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. 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)

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)


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