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metadata
datasets:
  - cifar10
metrics:
  - accuracy
pipeline_tag: image-classification

ResNet-20

ResNet-20 image classification model for CIFAR-10. The pretrained PyTorch weights and model implementation were downloaded from chenyaofo/pytorch-cifar-models. The PyTorch model was converted to ONNX for this repository.

CIFAR-10 32 × 32

  • Origin: chenyaofo/pytorch-cifar-models (cifar10_resnet20)
  • Input:
    • size: [1, 3, 32, 32]
    • format: NCHW
  • Output:
    • size: [1, 10] (CIFAR-10 class scores)
  • ONNX:
    • opset: 11
    • Operators: 53 (7 types)
      • Add: 9
      • Constant: 1
      • Conv: 21
      • Gemm: 1
      • GlobalAveragePool: 1
      • Relu: 19
      • Reshape: 1