Vision Transformer
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)
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)
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)
J. Lehner, B. Alkin, A. Fürst, E. Rumetshofer, L. Miklautz, and S. Hochreiter (2023) Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget. arXiv:2304.10520, 2023-04-20. (more) (download)
A. Jamali, S. K. Roy, A. Bhattacharya, and P. Ghamisi (2023) Local Window Attention Transformer for Polarimetric SAR Image Classification. IEEE Geoscience and Remote Sensing Letters, 2023-01-23. (more) (download)
C. H. Song, J. Yoon, S. Choi, and Y. Avrithis (2023) Boosting Vision Transformers for Image Retrieval. Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 107-117, 2023-01-03. (more) (download)
2022
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)
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)