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Muhammad Munwar Iqbal

2 papers indexed

arxiveess.IVcs.CV2026-07-15

Prospective clinical indication, post-hoc report leakage, and fusion design in multi-image chest radiograph classification: a patient-clustered evaluation

Kamran Shahid, Muhammad Munwar Iqbal

Chest radiograph datasets often combine multiple images with Clinical Indication, Findings, and Impression, although these inputs are produced at different stages of care. We evaluated 15,000 ReXGradient-160K studies with two readable images and five CheXbert-derived report obser…

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crossrefSensors2024-01-29Cited by 14

Smart Resource Allocation in Mobile Cloud Next-Generation Network (NGN) Orchestration with Context-Aware Data and Machine Learning for the Cost Optimization of Microservice Applications

Mahmood Ul Hassan, Amin A. Al-Awady, Abid Ali, Muhammad Munwar Iqbal, Muhammad Akram, Harun Jamil

Mobile cloud computing (MCC) provides resources to users to handle smart mobile applications. In MCC, task scheduling is the solution for mobile users’ context-aware computation resource-rich applications. Most existing approaches have achieved a moderate service reliability rate…

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