This repository consolidates implementations of various neural network backbones for image classification tasks. It provides training pipelines, configuration files, and ready-to-use model definitions in PyTorch. The project includes support for multiple backbone architectures like ResNet, EfficientNet variants, and Swin Transformers, along with training tips for troubleshooting convergence issues and ONNX export capabilities.