Muhammad Ahmad

87 papers A 1B 4C 2Misc 1Journal 71Unranked 7

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	A comprehensive survey for Hyperspectral Image Classification: The evolution from conventional to transformers and Mamba models. Neurocomputing Muhammad Ahmad, Salvatore Distefano, Adil Mehmood Khan, Manuel Mazzara, Chenyu Li, Hao Li, Jagannath Aryal, Yao Ding, Gemine Vivone, Danfeng Hong
2025	J	`jnl`	Byte Latent Mamba With State Space and Knowledge Distillation for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan
2025	J	`jnl`	DiffFormer: A Differential Spatial-Spectral Transformer for Hyperspectral Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan, Silvia Liberata Ullo
2025	J	`jnl`	Differential Attention With Enhanced Squeeze-and-Excitation for Hyperspectral Image Classification. IEEE Geosci. Remote. Sens. Lett. Saad Sohail, Muhammad Usama, Usman Ghous, Manuel Mazzara, Muhammad Ahmad
2025	J	`jnl`	Dynamic Memory-enhanced Transformer for Hyperspectral Image Classification. CoRR Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan
2025	J	`jnl`	EnergyFormer: Energy Attention With Fourier Embedding for Hyperspectral Image Classification. IEEE Geosci. Remote. Sens. Lett. Saad Sohail, Muhammad Usama, Usman Ghous, Manuel Mazzara, Salvatore Distefano, Muhammad Ahmad
2025	J	`jnl`	EnergyFormer: Energy Attention with Fourier Embedding for Hyperspectral Image Classification. CoRR Saad Sohail, Muhammad Usama, Usman Ghous, Manuel Mazzara, Salvatore Distefano, Muhammad Ahmad
2025	J	`jnl`	GraphMamba: Graph Tokenization Mamba for Hyperspectral Image Classification. IEEE Trans. Emerg. Top. Comput. Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan, Muhammad Hassaan Farooq Butt, Muhammad Usama, Danfeng Hong
2025	J	`jnl`	Hybrid State-Space and GRU-based Graph Tokenization Mamba for Hyperspectral Image Classification. CoRR Muhammad Ahmad, Muhammad Hassaan Farooq Butt, Muhammad Usama, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan, Danfeng Hong
2025	J	`jnl`	PolicyMamba: Localized Policy Attention With State Space Model for Land Cover Classification. IEEE Trans. Neural Networks Learn. Syst. Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan, Muhammad Hassaan Farooq Butt, Danfeng Hong
2025	J	`jnl`	Spatial-spectral morphological mamba for hyperspectral image classification. Neurocomputing Muhammad Ahmad, Muhammad Hassaan Farooq Butt, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano, Muhammad Usama, Swalpa Kumar Roy, Jocelyn Chanussot, Danfeng Hong
2025	J	`jnl`	Transformer-Driven Active Transfer Learning for Cross-Hyperspectral Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Muhammad Ahmad, Francesco Mauro, Rana Aamir Raza, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan, Silvia Liberata Ullo
2025	J	`jnl`	WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification. IEEE Geosci. Remote. Sens. Lett. Muhammad Ahmad, Muhammad Usama, Manuel Mazzara, Salvatore Distefano
2024	J	`jnl`	DiffFormer: a Differential Spatial-Spectral Transformer for Hyperspectral Image Classification. CoRR Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan, Silvia Liberata Ullo
2024	J	`jnl`	EXNet: (2+1)D Extreme Xception Net for Hyperspectral Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Usman Ghous, Muhammad Shahzad Sarfraz, Muhammad Ahmad, Chenyu Li, Danfeng Hong
2024	J	`jnl`	Fusing Transformers in a Tuning Fork Structure for Hyperspectral Image Classification Across Disjoint Samples. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Muhammad Ahmad, Muhammad Usama, Manuel Mazzara, Salvatore Distefano, Hamad Ahmed Altuwaijri, Silvia Liberata Ullo
2024	B	`conf`	Hyperspectral Image Classification With Fuzzy Spatial-Spectral Class Discriminate Information. ICIP Muhammad Ahmad, Muhammad Usama, Salvatore Distefano, Manuel Mazzara
2024	J	`jnl`	Importance of Disjoint Sampling in Conventional and Transformer Models for Hyperspectral Image Classification. CoRR Muhammad Ahmad, Manuel Mazzara, Salvatore Distifano
2024	J	`jnl`	Improving Generalization for Hyperspectral Image Classification: The Impact of Disjoint Sampling on Deep Models. Comput. Mater. Continua Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan, Hamad Ahmed Altuwaijri
2024	J	`jnl`	Multi-head Spatial-Spectral Mamba for Hyperspectral Image Classification. CoRR Muhammad Ahmad, Muhammad Hassaan Farooq Butt, Muhammad Usama, Hamad Ahmed Altuwaijri, Manuel Mazzara, Salvatore Distefano
2024	J	`jnl`	Pyramid Hierarchical Spatial-Spectral Transformer for Hyperspectral Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Muhammad Ahmad, Muhammad Hassaan Farooq Butt, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan, Hamad Ahmed Altuwaijri
2024	J	`jnl`	Pyramid Hierarchical Transformer for Hyperspectral Image Classification. CoRR Muhammad Ahmad, Muhammad Hassaan Farooq Butt, Manuel Mazzara, Salvatore Distifano
2024	J	`jnl`	SCSNet: Sharpened Cosine Similarity-Based Neural Network for Hyperspectral Image Classification. IEEE Geosci. Remote. Sens. Lett. Muhammad Ahmad, Manuel Mazzara
2024	J	`jnl`	Spatial-Spectral Morphological Mamba for Hyperspectral Image Classification. CoRR Muhammad Ahmad, Muhammad Hassaan Farooq Butt, Muhammad Usama, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano, Hamad Ahmed Altuwaijri, Swalpa Kumar Roy, Jocelyn Chanussot, Danfeng Hong
2024	J	`jnl`	Spatial-Spectral Transformer With Conditional Position Encoding for Hyperspectral Image Classification. IEEE Geosci. Remote. Sens. Lett. Muhammad Ahmad, Muhammad Usama, Adil Mehmood Khan, Salvatore Distefano, Hamad Ahmed Altuwaijri, Manuel Mazzara
2024	J	`jnl`	Spectral-Spatial Transformer with Active Transfer Learning for Hyperspectral Image Classification. CoRR Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano
2024	J	`jnl`	Traditional to Transformers: A Survey on Current Trends and Future Prospects for Hyperspectral Image Classification. CoRR Muhammad Ahmad, Salvatore Distifano, Manuel Mazzara, Adil Mehmood Khan
2024	J	`jnl`	Transformers Fusion across Disjoint Samples for Hyperspectral Image Classification. CoRR Muhammad Ahmad, Manuel Mazzara, Salvatore Distifano
2024	J	`jnl`	WaveFormer: Spectral-Spatial Wavelet Transformer for Hyperspectral Image Classification. IEEE Geosci. Remote. Sens. Lett. Muhammad Ahmad, Usman Ghous, Muhammad Usama, Manuel Mazzara
2023	J	`jnl`	Boosting Adversarial Training Using Robust Selective Data Augmentation. Int. J. Comput. Intell. Syst. Bader Rasheed, Asad Masood Khattak, Adil Khan, Stanislav I. Protasov, Muhammad Ahmad
2023	J	`jnl`	Deep transformer and few-shot learning for hyperspectral image classification. CAAI Trans. Intell. Technol. Qiong Ran, Yonghao Zhou, Danfeng Hong, Meiqiao Bi, Li Ni, Xuan Li, Muhammad Ahmad
2023	J	`jnl`	Impact of convolutional neural network and FastText embedding on text classification. Multim. Tools Appl. Muhammad Umer, Zainab Imtiaz, Muhammad Ahmad, Michele Nappi, Carlo Maria Medaglia, Gyu Sang Choi, Arif Mehmood
2022	J	`jnl`	A Disjoint Samples-Based 3D-CNN With Active Transfer Learning for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. Muhammad Ahmad, Usman Ghous, Danfeng Hong, Adil Mehmood Khan, Jing Yao, Shaohua Wang, Jocelyn Chanussot
2022	J	`jnl`	A Fast and Compact 3-D CNN for Hyperspectral Image Classification. IEEE Geosci. Remote. Sens. Lett. Muhammad Ahmad, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano, Mohsin Ali, Muhammad Shahzad Sarfraz
2022	B	`conf`	A Fast and Compact Hybrid CNN for Hyperspectral Imaging-based Bloodstain Classification. CEC Muhammad Hassaan Farooq Butt, Hamail Ayaz, Muhammad Ahmad, Jian Ping Li, Ramil Kuleev
2022	J	`jnl`	Attention Autoencoder for Generative Latent Representational Learning in Anomaly Detection. Sensors Ariyo Oluwasanmi, Muhammad Umar Aftab, Edward Yellakuor Baagyere, Zhiguang Qin, Muhammad Ahmad, Manuel Mazzara
2022	J	`jnl`	Attention Mechanism Meets with Hybrid Dense Network for Hyperspectral Image Classification. CoRR Muhammad Ahmad, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano, Swalpa Kumar Roy, Xin Wu
2022	J	`jnl`	Cross-modal retrieval based on deep regularized hashing constraints. Int. J. Intell. Syst. Asad Khan, Sakander Hayat, Muhammad Ahmad, Jinyu Wen, Muhammad Umar Farooq, Meie Fang, Wenchao Jiang
2022	J	`jnl`	Effects of haze and dehazing on deep learning-based vision models. Appl. Intell. Haseeb Hassan, Pranshu Mishra, Muhammad Ahmad, Ali Kashif Bashir, Bingding Huang, Bin Luo
2022	J	`jnl`	Hybrid Dense Network With Attention Mechanism for Hyperspectral Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Muhammad Ahmad, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano, Swalpa Kumar Roy, Xin Wu
2022	C	`conf`	Hyperspectral Brain Tissue Classification using a Fast and Compact 3D CNN Approach. IPAS Hamail Ayaz, David Tormey, Ian McLoughlin, Muhammad Ahmad, Saritha Unnikrishnan
2022	J	`jnl`	Hyperspectral Image Classification - Traditional to Deep Models: A Survey for Future Prospects. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Muhammad Ahmad, Sidrah Shabbir, Swalpa Kumar Roy, Danfeng Hong, Xin Wu, Jing Yao, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano, Jocelyn Chanussot
2022	J	`jnl`	Hyperspectral and LiDAR Data Classification Using Joint CNNs and Morphological Feature Learning. IEEE Trans. Geosci. Remote. Sens. Swalpa Kumar Roy, Ankur Deria, Danfeng Hong, Muhammad Ahmad, Antonio Plaza, Jocelyn Chanussot
2022	J	`jnl`	Industry 4.0 technologies and their applications in fighting COVID-19 pandemic using deep learning techniques. Comput. Biol. Medicine Muhammad Ahmad, Saima Sadiq, Alá Abdulmajid Eshmawi, Ala Saleh D. Alluhaidan, Muhammad Umer, Saleem Ullah, Michele Nappi
2022	J	`jnl`	Intrusion Detection Framework for the Internet of Things Using a Dense Random Neural Network. IEEE Trans. Ind. Informatics Shahid Latif, Zil E. Huma, Sajjad Shaukat Jamal, Fawad Ahmed, Jawad Ahmad, Adnan Zahid, Kia Dashtipour, Muhammad Umar Aftab, Muhammad Ahmad, Qammer Hussain Abbasi
2022	J	`jnl`	Secure aggregate signature scheme for smart city applications. Comput. Commun. Nabeil Eltayieb, Rashad Elhabob, Muhammad Umar Aftab, Ramil Kuleev, Manuel Mazzara, Muhammad Ahmad
2021	J	`jnl`	3D/2D regularized CNN feature hierarchy for Hyperspectral image classification. CoRR Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano
2021	—	`conf`	A Hybrid Deep Model for Brain Tumor Classification. MICAD Hamail Ayaz, Muhammad Ahmad, David Tormey, Ian McLoughlin, Saritha Unnikrishnan
2021	—	`—`	Deep Learning for hyperspectral Image Classification. Muhammad Ahmad
2021	J	`jnl`	Hyperspectral Image Classification - Traditional to Deep Models: A Survey for Future Prospects. CoRR Sidrah Shabbir, Muhammad Ahmad
2021	J	`jnl`	Hyperspectral Image Classification: Artifacts of Dimension Reduction on Hybrid CNN. CoRR Muhammad Ahmad, Sidrah Shabbir, Rana Aamir Raza, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan
2021	J	`jnl`	Hyperspectral Imaging for Bloodstain Identification. Sensors Maheen Zulfiqar, Muhammad Ahmad, Sohaib Ahmed, Manuel Mazzara, Salvatore Distefano
2021	J	`jnl`	Hyperspectral imaging-based unsupervised adulterated red chili content transformation for classification: Identification of red chili adulterants. Neural Comput. Appl. Muhammad Hussain Khan, Zainab Saleem, Muhammad Ahmad, Sohaib Ahmed, Hamail Ayaz, Manuel Mazzara, Rana Aamir Raza
2021	J	`jnl`	Learning-detailed 3D face reconstruction based on convolutional neural networks from a single image. Neural Comput. Appl. Asad Khan, Sakander Hayat, Muhammad Ahmad, Jinde Cao, Muhammad Faizan Tahir, Asad Ullah, Muhammad Sufyan Javed
2021	J	`jnl`	Real-time image dehazing by superpixels segmentation and guidance filter. J. Real Time Image Process. Haseeb Hassan, Ali Kashif Bashir, Muhammad Ahmad, Varun G. Menon, Imran Uddin Afridi, Raheel Nawaz, Bin Luo
2021	J	`jnl`	Regularized CNN Feature Hierarchy for Hyperspectral Image Classification. Remote. Sens. Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano
2021	—	`conf`	Survey on Blockchain Applications for Healthcare: Reflections and Challenges. AINA (3) Swati Megha, Hamza Salem, Enes Ayan, Manuel Mazzara, Hamna Aslam, Mirko Farina, Mohammad Reza Bahrami, Muhammad Ahmad
2020	J	`jnl`	A Fast 3D CNN for Hyperspectral Image Classification. CoRR Muhammad Ahmad
2020	J	`jnl`	A Novel Stacked CNN for Malarial Parasite Detection in Thin Blood Smear Images. IEEE Access Muhammad Umer, Saima Sadiq, Muhammad Ahmad, Saleem Ullah, Gyu Sang Choi, Arif Mehmood
2020	J	`jnl`	A PLS-SEM Neural Network Approach for Understanding Cryptocurrency Adoption. IEEE Access Osama Sohaib, Walayat Hussain, Muhammad Asif, Muhammad Ahmad, Manuel Mazzara
2020	J	`jnl`	C-POS: A Context-Aware Adaptive Part-of-Speech Language Learning Framework. IEEE Access Shazia Maqsood, Abdul Shahid, Fakhra Nazar, Muhammad Asif, Muhammad Ahmad, Manuel Mazzara
2020	J	`jnl`	Classification of Shopify App User Reviews Using Novel Multi Text Features. IEEE Access Furqan Rustam, Arif Mehmood, Muhammad Ahmad, Saleem Ullah, Dost Muhammad Khan, Gyu Sang Choi
2020	J	`jnl`	Duplicate Questions Pair Detection Using Siamese MaLSTM. IEEE Access Zainab Imtiaz, Muhammad Umer, Muhammad Ahmad, Saleem Ullah, Gyu Sang Choi, Arif Mehmood
2020	J	`jnl`	Fuzziness-based Spatial-Spectral Class Discriminant Information Preserving Active Learning for Hyperspectral Image Classification. CoRR Muhammad Ahmad
2020	J	`jnl`	Predicting pulsar stars using a random tree boosting voting classifier (RTB-VC). Astron. Comput. Furqan Rustam, Arif Mehmood, Saleem Ullah, Muhammad Ahmad, Dost Muhammad Khan, Gyu Sang Choi, Byung-Won On
2020	J	`jnl`	Prediction of Microbial Spoilage and Shelf-Life of Bakery Products Through Hyperspectral Imaging. IEEE Access Zainab Saleem, Muhammad Hussain Khan, Muhammad Ahmad, Sohaib Ahmed, Hamail Ayaz, Manuel Mazzara
2019	B	`conf`	A Reference Architecture for Smart and Software-Defined Buildings. SMARTCOMP Manuel Mazzara, Ilya Afanasyev, Smruti R. Sarangi, Salvatore Distefano, Vivek Kumar, Muhammad Ahmad
2019	—	`conf`	Anomaly Detection in DevOps Toolchain. DEVOPS Antonio Capizzi, Salvatore Distefano, Luiz Jonata Pires de Araujo, Manuel Mazzara, Muhammad Ahmad, Evgeny Bobrov
2019	J	`jnl`	Anomaly Detection in DevOps Toolchain. CoRR Antonio Capizzi, Salvatore Distefano, Manuel Mazzara, Luiz Jonata Pires de Araujo, Muhammad Ahmad, Evgeny Bobrov
2019	Misc	`conf`	Extended sammon projection and wavelet kernel extreme learning machine for gait-based legitimate user identification. SAC Muhammad Ahmad, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano, Amjad Ali, Ali Tufail
2019	—	`conf`	Multi-layer Extreme Learning Machine-based Autoencoder for Hyperspectral Image Classification. VISIGRAPP (4: VISAPP) Muhammad Ahmad, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano
2019	J	`jnl`	Photographic painting style transfer using convolutional neural networks. Multim. Tools Appl. Asad Khan, Muhammad Ahmad, Nuzhat Naqvi, Faisal Yousafzai, Jing Xiao
2019	J	`jnl`	Spatial Prior Fuzziness Pool-Based Interactive Classification of Hyperspectral Images. Remote. Sens. Muhammad Ahmad, Asad Khan, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano, Sohaib Ahmed, Omar Nibouche
2019	—	`conf`	Synthesizing Data Using Variational Autoencoders for Handling Class Imbalanced Deep Learning. AIST (Supplement) Taimoor Shakeel Sheikh, Adil Khan, Muhammad Fahim, Muhammad Ahmad
2019	J	`jnl`	Unsupervised adulterated red-chili pepper content transformation for hyperspectral classification. CoRR Muhammad Hussain Khan, Zainab Saleem, Muhammad Ahmad, Sohaib Ahmed, Hamail Ayaz
2019	J	`jnl`	User Acceptance of HUMP-Model: The Role of E-Mavenism and Polychronicity. IEEE Access Muhammad Awais, Tanzila Samin, Muhammad Awais Gulzar, Hanan Aljuaid, Muhammad Ahmad, Manuel Mazzara
2018	C	`conf`	Analysis of Android Camera Spoofing Techniques. SNPD Bulat Saifullin, Rasheed Hussain, Ali Abdulmadzidov, Jooyoung Lee, Adil Mehmood Khan, Muhammad Ahmad
2018	J	`jnl`	Smartwatch-Based Legitimate User Identification for Cloud-Based Secure Services. Mob. Inf. Syst. Muhammad Ahmad, Mohammed A. Alqarni, Asad Khan, Adil Khan, Sajjad Hussain Chauhdary, Manuel Mazzara, Tariq Umer, Salvatore Distefano
2018	J	`jnl`	Using deep features for video scene detection and annotation. Signal Image Video Process. Stanislav I. Protasov, Adil Mehmood Khan, Konstantin Sozykin, Muhammad Ahmad
2017	J	`jnl`	Extended Sammon Projection and Wavelet Kernel Extreme Learning Machine for Gait-Based Legitimate User Identification on Smartphones. CoRR Muhammad Ahmad, Adil Mehmood Khan
2017	J	`jnl`	Graph-based spatial-spectral feature learning for hyperspectral image classification. IET Image Process. Muhammad Ahmad, Adil Mehmood Khan, Rasheed Hussain
2017	J	`jnl`	Hyperspectral Band Selection Using Unsupervised Non-Linear Deep Auto Encoder to Train External Classifiers. CoRR Muhammad Ahmad, Stanislav I. Protasov, Adil Mehmood Khan
2017	J	`jnl`	Seeking Optimum System Settings for Physical Activity Recognition on Smartwatches. CoRR Muhammad Ahmad, Adil Mehmood Khan
2016	B	`conf`	Gait fingerprinting-based user identification on smartphones. IJCNN Muhammad Ahmad, Adil Mehmood Khan, Joseph Alexander Brown, Stanislav I. Protasov, Asad Masood Khattak
2016	—	`conf`	Unsupervised geometrical feature learning from hyperspectral data. SSCI Muhammad Ahmad, Adil Mehmood Khan, Rasheed Hussain, Stanislav I. Protasov, Francis Chow, Asad Masood Khattak
2013	A	`conf`	Formal analysis of steady state errors in feedback control systems using HOL-light. DATE Osman Hasan, Muhammad Ahmad
2011	—	`conf`	Progressive Differential Thresholding for Network Anomaly Detection. ICC Sardar Ali, Hassan Khan, Muhammad Ahmad, Syed Ali Khayam