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Onnx Model for Image Classification and the Ops They Include

Pinzhen Xu edited this page Mar 25, 2019 · 6 revisions
Model\Ops Conv Relu LRN MaxPool Reshape Gemm Dropout Softmax BatchNormalization Unsqueeze Mul Add Concat AveragePool GlobalAveragePool Transpose Sum
AlexNet ✓ (1) ✓ ✓ ✓ ✓ ✓ ✓ ✓
CaffeNet ✓ (1) ✓ ✓ ✓ ✓ ✓ ✓ ✓
DenseNet-121 ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
GoogleNet ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
Inception v1 ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ (2)
Inception v2 ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
MobileNet v2-1.0 ✓ ✓ ✓ ✓ ✓ ✓
R-CNN ILSVRC13 ✓ (1) ✓ ✓ ✓ ✓ ✓ ✓
ResNet-152v1 ✓ ✓ ✓ ✓ ✓ ✓ ✓
ResNet-152v2 ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
ShuffleNet ✓ (1) ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓
SqueezeNet ✓ ✓ ✓ ✓ ✓ ✓ ✓
ZFNet-512 ✓ ✓ ✓ ✓ ✓ ✓ ✓
VGG w/ bn ✓ ✓ ✓ ✓ ✓ ✓
  1. Some of the convolutions are "group convolution"
  2. Some of the Average Pooling contain unequal padding

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