Publications
2023
B. Psomas, I. Kakogeorgiou, K. Karantzalos, and Y. Avrithis (2023) Keep It SimPool: Who Said Supervised Transformers Suffer from Attention Deficit?. arXiv:2309.06891, 2023-09-13. (more) (download)
M. Lazarou, Y. Avrithis, G. Ren, and T. Stathaki (2023) Adaptive Anchor Label Propagation for Transductive Few-Shot Learning. IEEE International Conference on Image Processing (ICIP), 331-335, 2023-10-08. (more) (download)
N. Alinaghi, T. CK Kwok, P. Kiefer, and I. Giannopoulos (2023) Do You Need Instructions Again? Predicting Wayfinding Instruction Demand. Leibniz International Proceedings in Informatics (LIPIcs), 12th International Conference on Geographic Information Science (GIScience), 277, 2023-09-07. (more) (download)
Y. Cai, Z. Zhang, P. Ghamisi, B. Rasti, X. Liu, and Z. Cai (2023) Transformer-based Contrastive Prototypical Clustering for Multimodal Remote Sensing Data. Information Sciences, 119655, 2023-09-06. (more) (download)
I. Hernandez-Sequeira, R. Fernandez-Beltran, Y. Xu, P. Ghamisi, and F. Pla (2023) Semi-supervised Classification for Remote Sensing Datasets. International Conference on Image Analysis and Processing, 463-474, 2023-09-05. (more) (download)
S. T. Seydi, M. Hasanlou, J. Chanussot, and P. Ghamisi (2023) Leveraging Involution and Convolution in an Explainable Building Damage Detection Framework. European Journal of Remote Sensing, 2252166, 2023-09-05. (more) (download)
A. Gruca, F. Serva, L. Lliso, P. Rípodas, X. Calbet, P. Herruzo, J. Pihrt, R. Raevskyi, P. Šimánek, M. Choma, Y. Li, H. Dong, Y. Belousov, S. Polezhaev, B. Pulfer, M. Seo, D. Kim, S. Shin, E. Kim, S. Ahn, Y. Choi, J. Park, M. Son, S. Cho, I. Lee, C. Kim, T. Kim, S. Kang, H. Shin, D. Yoon, S. Eom, K. Shin, S.-Y. Yun, B. Le Saux, M. K. Kopp, S. Hochreiter, and D. P. Kreil (2023) Weather4cast at NeurIPS 2022: Super-Resolution Rain Movie Prediction under Spatio-temporal Shifts. Proceedings of the NeurIPS 2022 Competitions Track, PMLR, 220, 292-313, 2023-09-04. (more) (download)
T. Tschoellitsch, P. Seidl, C. Böck, A. Maletzky, P. Moser, S. Thumfart, M. Giretzlehner, S. Hochreiter, and J. Meier (2023) Using Emergency Department Triage for Machine Learning-Based Admission and Mortality Prediction. European Journal of Emergency Medicine, 2023-08-14. (more) (download)
A. Jamali, S. K. Roy, D. Hong, P. M. Atkinson, and P. Ghamisi (2023) Spatial Gated Multi-Layer Perceptron for Land Use and Land Cover Mapping. arXiv:2308.05235, 2023-08-09. (more) (download)
W. Yu, Y. Xu, and P. Ghamisi (2023) Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion Models. arXiv:2307.16865, 2023-07-31. (more) (download)
R. Jena, A. Shanableh, R. Al-Ruzouq, B. Pradhan, M. B. A Gibril, O. Ghorbanzadeh, C. Atzberger, M. A. Khalil, H. Mittal, and P. Ghamisi (2023) An Integration of Deep Learning and Transfer Learning for Earthquake-Risk Assessment in the Eurasian Region. Remote Sensing, 15, 15, 3759, 2023-07-28. (more) (download)
M. Neun, C. Eichenberger, Y. Xin, C. Fu, N. Wiedemann, H. Martin, M. Tomko, L. Ambühl, L. Hermes, and M. Kopp (2023) Metropolitan Segment Traffic Speeds from Massive Floating Car Data in 10 Cities. IEEE Transactions on Intelligent Transportation Systems, 2023-07-17. (more) (download)
F. Paischer, T. Adler, M. Hofmarcher, and S. Hochreiter (2023) SITTA: A Semantic Image-Text Alignment for Image Captioning. arXiv:2307.05591, 2023-07-10. (more) (download)
K. Schweighofer, L. Aichberger, M. Ielanskyi, G. Klambauer, and S. Hochreiter (2023) Quantification of Uncertainty with Adversarial Models. arXiv:2307.03217, 2023-07-06. (more) (download)
L. Ouyang, G. Guo, L. Fang, P. Ghamisi, and J. Yue (2023) PCLDet: Prototypical Contrastive Learning for Fine-Grained Object Detection in Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing, 61, 2023-06-27. (more) (download)
T. Schmied, M. Hofmarcher, F. Paischer, R. Pascanu, and S. Hochreiter (2023) Learning to Modulate Pre-trained Models in RL. arXiv:2306.14884, 2023-06-26. (more) (download)
N. Dräger, Y. Xu, and P. Ghamisi (2023) Backdoor Attacks for Remote Sensing Data with Wavelet Transform. IEEE Transactions on Geoscience and Remote Sensing, 61, 2023-06-26. (more) (download)
A. Mayr, S. Lehner, A. Mayrhofer, C. Kloss, S. Hochreiter, and J. Brandstetter (2023) Boundary Graph Neural Networks for 3D Simulations. Proceedings of the AAAI Conference on Artificial Intelligence, 37, 8, 9099-9107, 2023-06-26. (more) (download)
F. Paischer, T. Adler, M. Hofmarcher, and S. Hochreiter (2023) Semantic HELM: An Interpretable Memory for Reinforcement Learning. arXiv:2306.09312, 2023-06-15. (more) (download)
A. Jamali, S. K. Roy, J. Li, and P. Ghamisi (2023) Neighborhood Attention Makes the Encoder of ResUNet Stronger for Accurate Road Extraction. arXiv:2306.04947, 2023-06-08. (more) (download)
R. Jena, A. Shanableh, R. Al-Ruzouq, B. Pradhan, M. B. A Gibril, M. A. Khalil, O. Ghorbanzadeh, and P. Ghamisi (2023) Earthquake Spatial Probability and Hazard Estimation Using Various Explainable AI (XAI) Models at the Arabian Peninsula. Remote Sensing Applications: Society and Environment, 31, 101004, 2023-06-01. (more) (download)
A. Jamali, S. K. Roy, and P. Ghamisi (2023) WetMapFormer: A Unified Deep CNN and Vision Transformer for Complex Wetland Mapping. International Journal of Applied Earth Observation and Geoinformation, 120, 103333, 2023-06-01. (more) (download)
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)