A Disjoint Samples-Based 3D-CNN With Active Transfer Learning for Hyperspectral Image Classification. - Muhammad Ahmad; Usman Ghous; Danfeng Hong; Adil Mehmood Khan; Jing Yao 002; Shaohua Wang 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

WaveFormer: Spectral-Spatial Wavelet Transformer for Hyperspectral Image Classification. - Muhammad Ahmad; Usman Ghous; Muhammad Usama; Manuel Mazzara (IEEE Geosci. Remote. Sens. Lett., 2024)

EXNet: (2+1)D Extreme Xception Net for Hyperspectral Image Classification. - Usman Ghous; Muhammad Shahzad Sarfraz; Muhammad Ahmad; Chenyu Li 002; Danfeng Hong (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Differential Attention With Enhanced Squeeze-and-Excitation for Hyperspectral Image Classification. - Saad Sohail; Muhammad Usama; Usman Ghous; Manuel Mazzara; Muhammad Ahmad (IEEE Geosci. Remote. Sens. Lett., 2025)

EnergyFormer: Energy Attention With Fourier Embedding for Hyperspectral Image Classification. - Saad Sohail; Muhammad Usama; Usman Ghous; Manuel Mazzara; Salvatore Distefano; Muhammad Ahmad (IEEE Geosci. Remote. Sens. Lett., 2025)