| AI | Artificial Intelligence |
| CAD | Computer-Aided Diagnostics |
| DNN | Deep Neural Network |
| H&E | Hematoxylin and Eosin |
| ACF-Net | Automated Convolutional Framework Network |
| DIANet | Deep Attention Integrated Network |
| FGDC-Net | Feature Global Delivery Connection Network |
| INS-Net | Improved Nuclei Segmentation Network |
| ECE-Net | Enhanced INS-Net Combined with Ensemble Model |
| VGG16 | Visual Geometry Group 16-layer network |
| RESNET | Residual Network |
| DenseNet | Densely Connected Convolutional Network |
| MRD | Melanoma Region Detection |
| DFE | Detailed Feature Extraction |
| CFE | Coarse Feature Extraction |