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gie_int8_sample

Benchmark

TitanX (Pascal) val_dataset 49920 images [batch_size=64]

Top1 Top5 Time
GoogLeNet(FP32) 0.676863 0.882933 0.395122 ms/image and 25.2878 ms/batch
GoogLeNet(INT8) 0.650641 0.869251 0.147287 ms/image and 9.42637 ms/batch
VGGNet(FP32) 0.654888 0.863882 2.41093 ms/image and 154.3 ms/batch
VGGNet(INT8) 0.568329 0.851202 0.903336 ms/image and 57.8135 ms/batch
GoogLeNet_half(FP32) 0.604667 0.832632 0.155812 ms/image and 9.97194 ms/batch
GoogLeNet_half(INT8) 0.567728 0.809615 0.0690427 ms/image and 4.41873 ms/batch

FP32

GoogLeNet:

Top1: 0.676863, Top5: 0.882933
Processing 49920 images averaged 0.395122 ms/image and 25.2878 ms/batch.

VGGNet

Top1: 0.654888, Top5: 0.863882
Processing 49920 images averaged 2.41093 ms/image and 154.3 ms/batch.

GoogLeNet_half:

Top1: 0.604667, Top5: 0.832632
Processing 49920 images averaged 0.155812 ms/image and 9.97194 ms/batch.

INT8

GoogLeNet:

Top1: 0.650641, Top5: 0.869251
Processing 49920 images averaged 0.147287 ms/image and 9.42637 ms/batch.

VGGNet:

Top1: 0.568329, Top5: 0.851202
Processing 49920 images averaged 0.903336 ms/image and 57.8135 ms/batch.

GoogLeNet_half:

Top1: 0.567728, Top5: 0.809615
Processing 49920 images averaged 0.0690427 ms/image and 4.41873 ms/batch.

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