Diagnostics | Top 10 Cited Papers in 2025 on Machine Learning and Artificial Intelligence in Diagnostics
1. “An Integrated Deep Learning Model with EfficientNet and ResNet for Accurate Multi-Class Skin Disease Classification”
by Madallah Alruwaili and Mahmood Mohamed
Diagnostics 2025, 15(5), 551; http://www.mdpi.com/2075-4418/15/5/551
Available online: http://www.mdpi.com/2075-4418/15/5/551
2. “Explainable Artificial Intelligence in Neuroimaging of Alzheimer’s Disease”
by Mahdieh Taiyeb Khosroshahi, Soroush Morsali, Sohrab Gharakhanlou, Alireza Motamedi, Saeid Hassanbaghlou, Hadi Vahedi, Siamak Pedrammehr, Hussain Mohammed Dipu Kabir and Ali Jafarizadeh
Diagnostics 2025, 15(5), 612; http://www.mdpi.com/2075-4418/15/5/612
Available online: http://www.mdpi.com/2075-4418/15/5/612
3. “AI-Driven Advances in Low-Dose Imaging and Enhancement—A Review”
by Aanuoluwapo Clement David-Olawade, David B. Olawade, Laura Vanderbloemen, Oluwayomi B. Rotifa, Sandra Chinaza Fidelis, Eghosasere Egbon, Akwaowo Owoidighe Akpan, Sola Adeleke, Aruni Ghose and Stergios Boussios
Diagnostics 2025, 15(6), 689; http://www.mdpi.com/2075-4418/15/6/689
Available online: http://www.mdpi.com/2075-4418/15/6/689
4. “Developments in Deep Learning Artificial Neural Network Techniques for Medical Image Analysis and Interpretation”
by Olamilekan Shobayo and Reza Saatchi
Diagnostics 2025, 15(9), 1072; http://www.mdpi.com/2075-4418/15/9/1072
Available online: http://www.mdpi.com/2075-4418/15/9/1072
5. “Depression Detection and Diagnosis Based on Electroencephalogram (EEG) Analysis: A Comprehensive Review”
by Kholoud Elnaggar, Mostafa M. El-Gayar and Mohammed Elmogy
Diagnostics 2025, 15(2), 210; http://www.mdpi.com/2075-4418/15/2/210
Available online: http://www.mdpi.com/2075-4418/15/2/210
6. “Skin Cancer Detection Using Transfer Learning and Deep Attention Mechanisms”
by Areej Alotaibi and Duaa AlSaeed
Diagnostics 2025, 15(1), 99; http://www.mdpi.com/2075-4418/15/1/99
Available online: http://www.mdpi.com/2075-4418/15/1/99
7. “Hybrid CNN-Transformer Model for Accurate Impacted Tooth Detection in Panoramic Radiographs”
by Deniz Bora Küçük, Andaç Imak, Salih Taha Alperen Özçelik, Adalet Çelebi, Muammer Türkoğlu, Abdulkadir Sengur and Deepika Koundal
Diagnostics 2025, 15(3), 244; http://www.mdpi.com/2075-4418/15/3/244
Available online: http://www.mdpi.com/2075-4418/15/3/244
8. “An Evolutionary Federated Learning Approach to Diagnose Alzheimer’s Disease Under Uncertainty”
by Nanziba Basnin, Tanjim Mahmud, Raihan Ul Islam and Karl Andersson
Diagnostics 2025, 15(1), 80; http://www.mdpi.com/2075-4418/15/1/80
Available online: http://www.mdpi.com/2075-4418/15/1/80
9. “RL-Cervix.Net: A Hybrid Lightweight Model Integrating Reinforcement Learning for Cervical Cell Classification”
by Shakhnoza Muksimova, Sabina Umirzakova, Jushkin Baltayev and Young-Im Cho
Diagnostics 2025, 15(3), 364; http://www.mdpi.com/2075-4418/15/3/364
Available online: http://www.mdpi.com/2075-4418/15/3/364
by Mario Romeo, Marcello Dallio, Carmine Napolitano, Claudio Basile, Fiammetta Di Nardo, Paolo Vaia, Patrizia Iodice and Alessandro Federico
Diagnostics 2025, 15(3), 252; http://www.mdpi.com/2075-4418/15/3/252
Available online: http://www.mdpi.com/2075-4418/15/3/252