weiaicunzai/pytorch-cifar100
Practice on cifar100(ResNet, DenseNet, VGG, GoogleNet, InceptionV3, InceptionV4, Inception-ResNetv2, Xception, Resnet In Resnet, ResNext,ShuffleNet, ShuffleNetv2, MobileNet, MobileNetv2, SqueezeNet, NasNet, Residual Attention Network, SENet, WideResNet)
Implements 30+ CNN architectures with unified PyTorch training pipeline on CIFAR-100, featuring configurable warmup scheduling to stabilize early training and optional TensorBoard visualization. Standardizes hyperparameter settings (0.1 initial LR with step decay at epochs 60/120/160, batch size 128, Nesterov momentum 0.9) across all models for direct architectural comparison. Provides benchmark results showing top-1 accuracy ranging from 20.66% (SEResNet-152) to 34.02% (MobileNet) under identical training conditions, enabling empirical analysis of model efficiency versus performance trade-offs.
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Jul 15, 2024
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