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Comparison between this work and previous studies.

Journal: Scientific Reports

Article Title: Hybrid of DSR-GAN and CNN for Alzheimer disease detection based on MRI images

doi: 10.1038/s41598-025-94677-9

Figure Lengend Snippet: Comparison between this work and previous studies.

Article Snippet: , CNN-based model (DEMNET) , Kaggle, ADNI datasets , High performance in classifying AD stages , Accuracy: 95.23%, AUC: 97%, Kappa: 0.93 , Class imbalance handled via SMOTE , Lower performance on larger datasets , Robustness testing on ADNI.

Techniques: Comparison, Extraction, Imaging, Biomarker Discovery

Details of the baseline  CNN model  layers (in order from input). S: Spatial, C: Channel, and B: Batch observations.

Journal: Animals : an Open Access Journal from MDPI

Article Title: Efficient Convolutional Neural Network Model for the Taxonomy and Sex Identification of Three Phlebotomine Sandfly Species (Diptera, Psychodidae, and Phlebotominae)

doi: 10.3390/ani14243712

Figure Lengend Snippet: Details of the baseline CNN model layers (in order from input). S: Spatial, C: Channel, and B: Batch observations.

Article Snippet: The base CNN model and its variations were implemented using Matlab R2024a.

Techniques: