Description

Adnan Hussain is a Ph.D. student in the Department of Software Convergence at Sejong University, Seoul, South Korea. He received his master’s degree in Computer Science from Islamia College Peshawar, Pakistan, and serves as a Lead Researcher and Coordinator at the Intelligent Media Laboratory (IMLab). His research interests include video surveillance data analysis for scene understanding, multimedia analysis for image processing and classification, fire detection, object detection, and various subdomains of machine learning, deep learning, and computer vision for real-world applications.


Publications in IMLab Lab

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International Journal Papers


    2026
  1. Deep hybrid network with additive attention for accurate population forecasting
    Hikmat Yar, Adnan Hussain , Zulfiqar Ahmad Khan, Min Je Kim, Sung Wook Baik*
    Soft Computing, pp. 1-18, 2026 [🌐 Online]
  2. Quality over quantity: a data-centric survey of annotation errors in object detection datasets
    Adnan Hussain , Kaleem Ullah, Muhammad Afaq, Muhammad Munsif, Altaf Hussain, Sung Wook Baik*
    Artificial Intelligence Review, 2026 [🌐 Online]
  3. Class-incremental learning network for real-time anomaly recognition in surveillance environments
    Adnan Hussain , Waseem Ullah, Noman Khan, Zulfiqar Ahmad Khan, Hikmat Yar, Sung Wook Baik*
    Pattern Recognition, vol. 170, pp. 112064, 2026 [🌐 Online]
  4. A novel deep learning framework for battery performance prediction over the operational lifespan
    Hikmat Yar, Zulfiqar Ahmad Khan, Adnan Hussain , Sang Il Yoon, Seoa Kim, Jungwook Choi, Chan Mi Jeon, Huisu Jeung, Kyungjung Kwon, Sung Wook Baik*
    Journal of Energy Storage, vol. 143, pp. 119359, 2026 [🌐 Online]

  5. 2025
  6. Edge-assisted framework for instant anomaly detection and cloud-based anomaly recognition in smart surveillance
    Adnan Hussain , Noman Khan, Zulfiqar Ahmad Khan, Hikmat Yar, Sung Wook Baik*
    Engineering Applications of Artificial Intelligence, vol. 160, pp. 111936, 2025 [🌐 Online]

Domestic Conference Papers


    2025
  1. Analyzing City-Level Population Movement in China with Graph Neural Networks

    Muhammad Afaq, Adnan Hussain , Hikmat Yar, Muhammad Munsif, Min Je Kim, Sung Wook Baik*
    ν•œκ΅­μ°¨μ„ΈλŒ€μ»΄ν“¨νŒ…ν•™νšŒ ν•™μˆ λŒ€νšŒ, pp. 70-71, 2025