Publications

P. M. Winter, C. Burger, S. Lehner, J. Kofler, T. I. Maindl, and C. M. Schäfer (2022) Residual Neural Networks for the Prediction of Planetary Collision Outcomes. arXiv:2210.04248, 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)

P. Riccio, B. Psomas, F. Galati, F. Escolano, T. Hofmann, and N. M. Oliver (2022) OpenFilter: A Framework to Democratize Research Access to Social Media AR Filters. arXiv:2207.12319, 2022-09-27. (more) (download)

S. Chouhan, B. Rasti, P. Ghamisi, S. Lorenz, M. Fuchs, and R. Gloaguen (2022) Hyperspectral Unmixing Using Convolutional Autoencoder for Metal Detection in Lithium-Ion Battery Recycling Applications. 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2022-09-13. (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)

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)

M. Seydgar, S. Rahnamayan, P. Ghamisi, and A. A. Bidgoli (2022) Semisupervised Hyperspectral Image Classification Using a Probabilistic Pseudo-Label Generation Framework. IEEE Transactions on Geoscience and Remote Sensing, 60, 2022-08-04. (more) (download)

W. Tong, X. Guan, J. Kang, P. ZH Sun, R. Law, P. Ghamisi, and E. Q. Wu (2022) Normal Assisted Pixel-Visibility Learning With Cost Aggregation for Multiview Stereo. IEEE Transactions on Intelligent Transportation Systems, 2022-08-01. (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)

I. Kakogeorgiou, S. Gidaris, B. Psomas, Y. Avrithis, A. Bursuc, K. Karantzalos, and N. Komodakis (2022) What to Hide from Your Students: Attention-Guided Masked Image Modeling. arXiv:2203.12719v2, 2022-07-22. (more) (download)

C. Eichenberger, M. Neun, H. Martin, P. Herruzo, M. Spanring, Y. Lu, S. Choi, V. Konyakhin, N. Lukashina, A. Shpilman, N. Wiedemann, M. Raubal, B. Wang, H. L. Vu, R. Mohajerpoor, C. Cai, I. Kim, L. Hermes, A. Melnik, R. Velioglu, M. Vieth, M. Schilling, A. Bojesomo, H. Al Marzouqi, P. Liatsis, J. Santokhi, D. Hillier, Y. Yang, J. Sarwar, A. Jordan, E. Hewage, D. Jonietz, F. Tang, A. Gruca, M. Kopp, D. Kreil, and S. Hochreiter (2022) Traffic4cast at NeurIPS 2021 – Temporal and Spatial Few-Shot Transfer Learning in Gridded Geo-Spatial Processes. NeurIPS 2021 Competitions and Demonstrations Track, PMLR, 176, 97-112, 2022-07-20. (more) (download)

Z. He, K. Xia, P. Ghamisi, Y. Hu, S. Fan, and B. Zu (2022) HyperViTGAN: Semisupervised Generative Adversarial Network With Transformer for Hyperspectral Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 6053-6068, 2022-07-18. (more) (download)

B. Rasti, P. Ghamisi, and R. Gloaguen (2022) Unsupervised Deep Hyperspectral Inpainting Using a New Mixing Model. IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 1221-1224, 2022-07-17. (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)

C. Steinparz, T. Schmied, F. Paischer, M.-C. Dinu, V. Patil, A. Bitto-Nemling, H. Eghbal-zadeh, and S. Hochreiter (2022) Reactive Exploration to Cope with Non-Stationarity in Lifelong Reinforcement Learning. arXiv:2207.05742, 2022-07-12. (more) (download)

S. Venkataramanan, E. Kijak, L. Amsaleg, and Y. Avrithis (2022) Teach Me How to Interpolate a Myriad of Embeddings. arXiv:2206.14868, 2022-06-29. (more) (download)