Muhammad John Abbas

Most-cited papers

1. C3BAM-XAI: Convolutional Block Attention Module Enhanced Explainable Artificial Intelligence-Based Parkinson’s Disease Stage Classification

   Muhammad John Abbas, Muhammad Attique Khan, Ameer Hamza, Shrooq A. Alsenan +3 more

   2025Cognitive Computation25 citations

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2. XRDNet: a Novel Explainable Residual Dense Fusion Network for Alzheimer’s Disease Recognition from MRI Images

   Muhammad John Abbas, Muhammad Attique Khan, Amir Hussain, Sarra Ayouni +2 more

   2025Cognitive Computation20 citations Open access

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3. Hierarchical Multi-Stage Attention and Dynamic Expert Routing for Explainable Gastrointestinal Disease Diagnosis

   Muhammad John Abbas, Hend Alshaya, Wided Bouchelligua, N. Hassan +1 more

   2025Diagnostics16 citations Open access

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4. SEMSF-Net: Explainable Squeeze–Excitation Multiscale Fusion Network for Aerial Scene and Coastal Area Recognition Using Remote Sensing Images

   Muhammad John Abbas, Muhammad Attique Khan, Ameer Hamza, Shrooq A. Alsenan +4 more

   2025IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing11 citations Open access

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5. A Novel Multiscale Feature Fusion With Adaptive Scale-Space Pyramid Network for Aerial Scene Recognition Using Remote Sensing Images

   Muhammad John Abbas, Muhammad Attique Khan, Waqas Ahmed, Ameer Hamza +4 more

   2026IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing8 citations Open access

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6. Efficient hybrid CNN-transformer model for accurate blood cancer detection

   Wiem Abdelbaki, Muhammad John Abbas, P. P. Fathimathul Rajeena, Inzamam Mashood Nasir +3 more

   2025PeerJ Computer Science7 citations Open access

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7. A Novel Multistage Attention‐Enhanced Mixture of Experts Model for Alzheimer's Disease Diagnosis

   Muhammad John Abbas, Muhammad Attique Khan, Veena Dillshad, A. Alzahrani +4 more

   2026Expert Syst. J. Knowl. Eng.6 citations

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8. LiteDenseMoE: An Explainable Lightweight Densely Connected Mixture-of-Experts Network for Aerial Scene Recognition in Low Contrast Remote Sensing Images

   Muhammad John Abbas, Muhammad Attique Khan, Ameer Hamza, Shrooq A. Alsenan +4 more

   2026IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing5 citations Open access

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9. A Novel Network-Level Fused Self-Attention Deep Neural Network for Cervical Cancer Classification from Cervicography Images

   Muhammad Attique Khan, Fatima Rauf, Muhammad John Abbas, Amir Hussain +4 more

   2026Technology in Cancer Research and Treatment5 citations Open access

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10. DFSNet-VLM: A Hybrid Frequency-Aware and Vision-Language Framework for Remote Sensing Scene Classification and Semantic Image Explanation

    Muhammad John Abbas, Muhammad Attique Khan, Ameer Hamza, Shrooq A. Alsenan +4 more

    2026IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing3 citations Open access

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11. LightFire-Net: Efficient Cross-Modal Spectral–Spatial Information Fusion for Real-Time Wildfire Detection in Remote Sensing

    Muhammad John Abbas, Muhammad Attique Khan, Jia-Xin Li, Irfan Haider +4 more

    2026IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing3 citations Open access

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12. MSC-D3Net: A Resilient Multi-Scale Learning Framework for Adaptive Cross-Domain Scene Understanding in Remote Sensing

    Muhammad John Abbas, Muhammad Attique Khan, Ameer Hamza, Ghassen Ben Brahim +1 more

    2026AAAI Summer Symposia0 citations Open access

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13. Cross-Modal Attention and Residual Dense Learning Approach for Multimodal Brain Tumor Segmentation Using 3D MRI Scans

    Muhammad Attique Khan, Najib Ben Aoun, Muhammad John Abbas, Ghassen Ben Brahim

    2026Asian Conference on Intelligent Information and Database Systems0 citations

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14. An End-to-End Decoupled Cross-Stream Attention and Hierarchical Fusion Network with Contrastive Loss for Hyperspectral Image Classification

    Muhammad John Abbas, Muhammad Attique Khan, Antonio J. Plaza, Irfan Haider +4 more

    2026IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing0 citations Open access

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15. AHFF-Net: Adaptive Hierarchical Feature Fusion via Fractal Recursive Bottlenecks for Fine-Grained Cancer Cell Classification

    Muhammad Attique Khan, Muhammad John Abbas, J. Górriz

    2026Conference on Algebraic Informatics0 citations

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16. Ensemble-EA and HS-SEA: Attention-Based Efficient Architectures With Bayesian Hyperparameter Optimization for RGB and Hyperspectral Remote Sensing Image Classification

    Muhammad Attique Khan, Muhammad Sami Ullah, Jia-Xin Li, Majid Ali Khan +4 more

    2026IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing0 citations Open access

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