Dual-Stage Deeply Supervised Attention-based Convolutional Neural Networks for Mandibular Canal Segmentation in CBCT Scans. - Azka Rehman; Muhammad Usman; Rabeea Jawaid; Shi Sub Byon; Sung Hyun Kim; Byoung-Dai Lee; Byung IlLee; Yeong-Gil Shin (CoRR, 2022)

MEDS-Net: Self-Distilled Multi-Encoders Network with Bi-Direction Maximum Intensity projections for Lung Nodule Detection. - Muhammad Usman 026; Azka Rehman; Abdullah Shahid; Siddique Latif; Shi Sub Byon; Byoung-Dai Lee; Sung Hyun Kim; Byung IlLee; Yeong-Gil Shin (CoRR, 2022)

Dual-Stage Deeply Supervised Attention-Based Convolutional Neural Networks for Mandibular Canal Segmentation in CBCT Scans. - Muhammad Usman 026; Azka Rehman; Amal Muhammad Saleem; Rabeea Jawaid; Shi Sub Byon; Sung-Hyun Kim; Byoung-Dai Lee; Min-Suk Heo; Yeong-Gil Shin (Sensors, 2022)

MESAHA-Net: Multi-Encoders based Self-Adaptive Hard Attention Network with Maximum Intensity Projections for Lung Nodule Segmentation in CT Scan. - Muhammad Usman 026; Azka Rehman; Abdullah Shahid; Siddique Latif; Shi Sub Byon; Sung Hyun Kim; Tariq Mahmood Khan; Yeong-Gil Shin (CoRR, 2023)

Selective Deeply Supervised Multi-Scale Attention Network for Brain Tumor Segmentation. - Azka Rehman; Muhammad Usman 026; Abdullah Shahid; Siddique Latif; Junaid Qadir 001 (Sensors, 2023)

Multi-Task Adversarial Variational Autoencoder for Estimating Biological Brain Age with Multimodal Neuroimaging. - Muhammad Usman 026; Azka Rehman; Abdullah Shahid; Abd Ur Rehman; Sung-Min Gho; Aleum Lee; Tariq Mahmood Khan; Imran Razzak (CoRR, 2024)

Biological Brain Age Estimation using Sex-Aware Adversarial Variational Autoencoder with Multimodal Neuroimages. - Abd Ur Rehman; Azka Rehman; Muhammad Usman 026; Abdullah Shahid; Sung-Min Gho; Aleum Lee; Tariq Mahmood Khan; Imran Razzak (CoRR, 2024)

MEDS-Net: Multi-encoder based self-distilled network with bidirectional maximum intensity projections fusion for lung nodule detection. - Muhammad Usman 026; Azka Rehman; Abdullah Shahid; Siddique Latif; Yeong-Gil Shin (Eng. Appl. Artif. Intell., 2024)

Intelligent healthcare system for IoMT-integrated sonography: Leveraging multi-scale self-guided attention networks and dynamic self-distillation. - Muhammad Usman 026; Azka Rehman; Sharjeel Masood; Tariq Mahmood Khan; Junaid Qadir 001 (Internet Things, 2024)

Opportunistic AI for enhanced cardiovascular disease risk stratification using abdominal CT scans. - Azka Rehman; Jaewon Kim; Hyeokjong Lee; Jooyoung Chang; Sang Min Park (Comput. Medical Imaging Graph., 2025)

GDSSA-Net: A gradually deeply supervised self-ensemble attention network for IoMT-integrated thyroid nodule segmentation. - Muhammad Umar Farooq; Haris Ghafoor; Azka Rehman; Muhammad Usman 026; Dong-Kyu Chae (Internet Things, 2025)