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Artificial Intelligence in Health                                        CNN model for leukemia diagnosis




            Table 1. (Continued)
            Title                      Authors       Year       Methodology      Technology     Conclusions
            Automatic Image Dataset   Bai et al. 19  2015  Dataset construction using   DNN  Simplified data preparation
            Construction from                              DNNs                             process
            Click-through Logs Using
            Deep Neural Network
            Utilizing Deep Feature Fusion   Islam et al. 20  2024  Deep feature fusion within an   DL with   Robust automatic
            for Automatic Leukemia                         IoMT-enabled DL framework  IoMT  leukemia classification
            Classification
            Customized Deep Learning   Sampathila et al. 21  2022  Customized DL classifiers  Customized   Reliable detection of ALL
            Classifier for Detection                                            DL          using blood smear images
            of Acute Lymphoblastic                                              Framework
            Leukemia Using Blood Smear
            Images
            Abbreviations: AI: Artificial intelligence; ALL: Acute lymphoblastic leukemia; AML: Acute myeloid leukemia; CNN: Convolutional neural network;
            DCNN: Deep convolutional neural networks; DL: Deep learning; DNN: Deep neural network; GA: Genetic algorithm; IoMT: Internet of medical
            things; ML: Machine learning; PSO: Particle swarm optimization; SVM: Support vector machine.



















































            Figure 2. A UML diagram of detailed classification of leukemia depicting the object-oriented representations of acute leukemia subtypes and chronic
            leukemia subtypes.


            Volume 2 Issue 3 (2025)                         67                               doi: 10.36922/aih.4710
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