1 code implementation • 9 Aug 2023 • Ali Jamali, Swalpa Kumar Roy, Danfeng Hong, Peter M Atkinson, Pedram Ghamisi
Results illustrated the superiority of the developed SGU-MLP classification algorithm over several CNN and CNN-ViT-based models, including HybridSN, ResNet, iFormer, EfficientFormer and CoAtNet.
1 code implementation • 7 Aug 2023 • Nafiseh Kakhani, Moien Rangzan, Ali Jamali, Sara Attarchi, Seyed Kazem Alavipanah, Thomas Scholten
Digital soil mapping (DSM) is an advanced approach that integrates statistical modeling and cutting-edge technologies, including machine learning (ML) methods, to accurately depict soil properties and their spatial distribution.
1 code implementation • 8 Jun 2023 • Ali Jamali, Swalpa Kumar Roy, Jonathan Li, Pedram Ghamisi
In the domain of remote sensing image interpretation, road extraction from high-resolution aerial imagery has already been a hot research topic.
1 code implementation • IEEE Geoscience and Remote Sensing Letters 2023 • Ali Jamali, Swalpa Kumar Roy, Avik Bhattacharya, Pedram Ghamisi
The PolSARFormer outperformed the Swin Transformer and FNet by the margin of 5. 86% and 17. 63%, in terms of average accuracy in the San Francisco data benchmark.