ResNet-18 vs ResNet-34

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  • CNN_Classifications

    Convolutional Neural Networks for image recognition and classification

  • I have trained ResNet-18 and ResNet-34 from scratch using PyTorch on CIFAR-10 dataset. The validation accuracy I get for ResNet-18 is 84.01%, whereas for ResNet-34 is 82.43%. Is this a sign of ResNet-34 overfitting as compared to ResNet-18? Ideally, ResNet-34 should achieve a higher validation accuracy as compared to ResNet-18.

  • pytorch-cifar

    95.47% on CIFAR10 with PyTorch

  • OP could also be underfitting. Some people have shown 93% accuracy on cifar10 using resnet18. See https://github.com/kuangliu/pytorch-cifar

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    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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