A Hidden Markov Model-based continuous gesture recognition system for hand motion trajectory. - Mahmoud Elmezain; Ayoub Al-Hamadi; Jörg Appenrodt; Bernd Michaelis (ICPR, 2008)

Real-Time Capable System for Hand Gesture Recognition Using Hidden Markov Models in Stereo Color Image Sequences. - Mahmoud Elmezain; Ayoub Al-Hamadi; Bernd Michaelis (J. WSCG, 2008)

Data Gathering for Gesture Recognition Systems Based on Mono Color-, Stereo Color- and Thermal Cameras. - Jörg Appenrodt; Ayoub Al-Hamadi; Mahmoud Elmezain; Bernd Michaelis (FGIT, 2009)

Hand Gesture Spotting Based on 3D Dynamic Features Using Hidden Markov Models. - Mahmoud Elmezain; Ayoub Al-Hamadi; Bernd Michaelis (FGIT-SIP, 2009)

Hand trajectory-based gesture spotting and recognition using HMM. - Mahmoud Elmezain; Ayoub Al-Hamadi; Bernd Michaelis (ICIP, 2009)

A Novel System for Automatic Hand Gesture Spotting and Recognition in Stereo Color Image. - Mahmoud Elmezain; Ayoub Al-Hamadi; Bernd Michaelis (J. WSCG, 2009)

A Robust Method for Hand Gesture Segmentation and Recognition Using Forward Spotting Scheme in Conditional Random Fields. - Mahmoud Elmezain; Ayoub Al-Hamadi; Bernd Michaelis (ICPR, 2010)

Robust methods for hand gesture spotting and recognition using Hidden Markov Models and Conditional Random Fields. - Mahmoud Elmezain; Ayoub Al-Hamadi; Samy Sadek; Bernd Michaelis (ISSPIT, 2010)

Human activity recognition via temporal moment invariants. - Samy Sadek; Ayoub Al-Hamadi; Mahmoud Elmezain; Bernd Michaelis; Usama Sayed (ISSPIT, 2010)

Hand gesture spotting and recognition using HMMs and CRFs in color image sequences. - Mahmoud Othman Selim Mahmoud Elmezain (2010)

LDCRFs-based hand gesture recognition. - Mahmoud Elmezain; Ayoub Al-Hamadi (SMC, 2012)

A Hidden Markov Model-Based Approach with an Adaptive Threshold Model for Off-Line Arabic Handwriting Recognition. - Moftah Elzobi; Ayoub Al-Hamadi; Laslo Dings; Mahmoud Elmezain; Anwar Saeed (ICDAR, 2013)

Vision-based human activity recognition using. - Mahmoud Elmezain; Ayoub Al-Hamadi (Int. Arab J. Inf. Technol., 2018)

Retrieving Semantic Image Using Shape Descriptors and Latent-Dynamic Conditional Random Fields. - Mahmoud Elmezain; Hani M. Ibrahem (Comput. J., 2021)

Hybrid Deep Learning Model-Based Prediction of Images Related to Cyberbullying. - Mahmoud Elmezain; Amer Malki; Ibrahim Gad; El-Sayed Atlam (Int. J. Appl. Math. Comput. Sci., 2022)

Spatial Impressions Monitoring during COVID-19 Pandemic Using Machine Learning Techniques. - Talal H. Noor; Abdulqader Almars; Ibrahim Gad; El-Sayed Atlam; Mahmoud Elmezain (Comput., 2022)

Brain Tumor Segmentation Using Deep Capsule Network and Latent-Dynamic Conditional Random Fields. - Mahmoud Elmezain; Amena Mahmoud; Diana T. Mosa; Wael Said (J. Imaging, 2022)

Forward Hand Gesture Spotting and Prediction Using HMM-DNN Model. - Mahmoud Elmezain; Majed Alwateer; Rasha F. El-Agamy; El-Sayed Atlam; Hani M. Ibrahim (Informatics, 2023)

Breast Ultrasound Images Augmentation and Segmentation Using GAN with Identity Block and Modified U-Net 3+. - Meshrif Alruily; Wael Said; Ayman Mohamed Mostafa; Mohamed M. Ezz; Mahmoud Elmezain (Sensors, 2023)

CLIFS: Clip-Driven Few-Shot Learning for Baggage Threat Classification. - Abdelfatah Hassan Ahmed; Divya Velayudhan; Mahmoud Elmezain; Muaz Al Radi; Abderrahmene Boudiaf; Taimur Hassan; Mohamed Deriche 001; Mohammed Bennamoun; Naoufel Werghi (ICIP, 2024)

Seeing Through the Haze: A Comprehensive Review of Underwater Image Enhancement Techniques. - Lyes Saad Saoud; Mahmoud Elmezain; Atif Sultan; Mohamed Heshmat; Lakmal D. Seneviratne; Irfan Hussain (IEEE Access, 2024)

Explainable deep inherent learning for multi-classes skin lesion classification. - Khalid M. Hosny; Wael Said; Mahmoud Elmezain; Mohamed A. Kassem (Appl. Soft Comput., 2024)

Beyond observation: Deep learning for animal behavior and ecological conservation. - Lyes Saad Saoud; Atif Sultan; Mahmoud Elmezain; Mohamed Heshmat; Lakmal D. Seneviratne; Irfan Hussain (Ecol. Informatics, 2024)

Advancing Underwater Vision: A Survey of Deep Learning Models for Underwater Object Recognition and Tracking. - Mahmoud Elmezain; Lyes Saad Saoud; Atif Sultan; Mohamed Heshmat; Lakmal D. Seneviratne; Irfan Hussain (IEEE Access, 2025)