most citedTerraFM: A Scalable Foundation Model for Unified Multisensor Earth Observation

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cs.CV2025

A Dual-Domain Convolutional Network for Hyperspectral Single-Image Super-Resolution

Murat Karayaka, Usman Muhammad, Jorma Laaksonen +2

This study presents a lightweight dual-domain super-resolution network (DDSRNet) that combines Spatial-Net with the discrete wavelet transform (DWT). Specifically, our proposed mod…

cs.CV2025

Hybrid Deep Learning for Hyperspectral Single Image Super-Resolution

Usman Muhammad, Jorma Laaksonen

Hyperspectral single image super-resolution (SISR) is a challenging task due to the difficulty of restoring fine spatial details while preserving spectral fidelity across a wide ra…

cs.CV2025★ 1 cited

TerraFM: A Scalable Foundation Model for Unified Multisensor Earth Observation

Muhammad Sohail Danish, Muhammad Akhtar Munir, Syed Roshaan Ali Shah +5

Modern Earth observation (EO) increasingly leverages deep learning to harness the scale and diversity of satellite imagery across sensors and regions. While recent foundation model…

cs.CV2025

A Fusion-Guided Inception Network for Hyperspectral Image Super-Resolution

Usman Muhammad, Jorma Laaksonen

The fusion of low-spatial-resolution hyperspectral images (HSIs) with high-spatial-resolution conventional images (e.g., panchromatic or RGB) has played a significant role in recen…

cs.CV2023

Domain Generalization via Ensemble Stacking for Face Presentation Attack Detection

Usman Muhammad, Jorma Laaksonen, Djamila Romaissa Beddiar +1

Face Presentation Attack Detection (PAD) plays a pivotal role in securing face recognition systems against spoofing attacks. Although great progress has been made in designing face…