Search Results for author: Ali Jamali

Found 4 papers, 4 papers with code

Spatial Gated Multi-Layer Perceptron for Land Use and Land Cover Mapping

1 code implementation9 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.

Image Classification

SoilNet: An Attention-based Spatio-temporal Deep Learning Framework for Soil Organic Carbon Prediction with Digital Soil Mapping in Europe

1 code implementation7 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.

Attribute Decision Making +2

Neighborhood Attention Makes the Encoder of ResUNet Stronger for Accurate Road Extraction

1 code implementation8 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.

Segmentation Semantic Segmentation

Local Window Attention Transformer for Polarimetric SAR Image Classification

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.

Classification Earth Observation +1

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