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Note: The dataset used ImageNet1k valdata/ are generated by https://github.com/apache/incubator-mxnet/blob/master/example/image-classification/data/imagenet1k-val.sh
Inference Accuracy Comparison |
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Alias | Network |
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# Parameters | CPU (without MKL-DNN) | CPU (with MKL-DNN) Backend |
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) | Delta |
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top1 | top5 | top1 | top5 | top1 | top5 |
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alexnet | AlexNet |
61,100,84056312556312578992198,062,504 | 0.74203125 | 0.91929688 | 0.74203125 | 0.91929688 | 0. |
7420313919296928,900,9360.77195313 | 0.93390625 | 0.77195313 | 0.93390625 | 0. |
7719531933906314,307,8800.75710938 | 0.92828125 | 0.75710938 | 0.92828125 | 0. |
7571094928281320,242,984769062593093757690625930937523,869,0000.77609375 | 0.93664063 | 0.77609375 | 0.93664063 | 0. |
77609389366406475,544 | 0.51039063 | 0.75687500 | 0.51039063 | 0. |
75687551039067568751,342,536 | 0.61851563 | 0.83789063 | 0.61851563 | 0.83789063 | 0. |
618515683789062,601,9760.66546875 | 0.87070313 | 0.66546875 | 0.87070313 | 0. |
665468887070314,253,8647009375700937589109383,539,1360.69976563 | 0.89281250 | 0.69976563 | 0. |
8928125699765689281252,653,8640.68210938 | 0.88007813 | 0.68210938 | 0.88007813 | 0. |
682109488007811,983,1040.64453125 | 0.84929688 | 0.64453125 | 0.84929688 | 0. |
644531384929691,526,8560.50890625 | 0.74546875 | 0.50890625 | 0.74546875 | 0. |
5089063745468811,699,112708125708125894531321,814,696 | 0.73960938 | 0.91609375 | 0.73960938 | 0.91609375 | 0. |
7396094916093825,629,032760625760625930468844,695,144779375779375936171960,404,0720.78320313 | 0.93867188 | 0.78320313 | 0.93867188 | 0. |
7832031938671911,695,7960.71046875 | 0.89671875 | 0.71046875 | 0.89671875 | 0. |
7104688896718821,811,3800.74085938 | 0.91578125 | 0.74085938 | 0.91578125 | 0. |
7408594915781325,595,0607675931875767593187544,639,4127812578125940156360,329,1400.78554688 | 0.94140625 | 0.78554688 | 0.94140625 | 0. |
785546994140631,248,424 | 0.57273438 | 0.79554688 | 0.57273438 | 0.79554688 | 0. |
572734479554691,235,496 | 0.57023438 | 0.79601563 | 0.57023438 | 0.79601563 | 0. |
57023447960156132,863,33667062587531256706258753125133,047,8480.68132813 | 0.87984375 | 0.68132813 | 0.87984375 | 0. |
68132818798438138,357,5447206257206259058594143,667,240734687591734687591132,874,3440.68953125 | 0.88882813 | 0.68953125 | 0.88882813 | 0. |
68953138888281133,059,6240.69835938 | 0.88953125 | 0.69835938 | 0.88953125 | 0. |
69835948895313138,374,4400.72226563 | 0.90390625 | 0.72226563 | 0.90390625 | 0. |
72226569039063143,689,256 | 0.72992188 | 0.90992188 | 0.72992188 | 0.90992188 | 0. |
72992199099219