逐层手动构建残差块，不依赖 torchvision 预定义网络，并针对 CIFAR-10 的 32x32 输入调整了 Stem 层（3x3 卷积、步长 1、省略最大池化），适合学习 ResNet 内部结构。
PyTorch ResNet-18 implementation with Grad-CAM visualization on CIFAR-10
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