onnx model zoo准确率复现

Model	from	version	官方准确率top5	官方准确率top1	自测准确率top5	自测准确率top1	diftop5	diff top1	自测使用的预处理方式
alexnet	onnx model zoo	ir3/opset8	80.20%	57.10%	78.15%	54.50%	2.05%	2.60%	bgr,mean:103.939 ,116.779,123.68
caffenet	onnx model zoo	ir3/opset8	80.40%	57.40%	79.25%	55.66%	1.15%	1.74%	bgr; mean 103.939 ,116.779,123.68
vgg19	onnx model zoo	ir3/opset8	91.58%	73.72%	88.86%	69.09%	2.72%	4.63%	resize*到333,crop 224; bgr; mean 103.939 ,116.779,123.68
googleNet	onnx model zoo	ir3/opset8	88.90%	68.70%	88.32%	67.66%	0.58%	1.04%	bgr; mean 103.939 ,116.779,123.68
inception_v1	onnx model zoo	ir3/opset8	89.60%	69.80%	87.81%	67.16%	1.79%	2.64%	bgr; mean 103.939 ,116.779,123.68
inception_v2	onnx model zoo	ir3/opset8	91.80%	73.90%	?
mobilenet_v2	onnx model zoo	ir3/opset7	89.99%	70.94%	88.50%	68.35%	1.49%	2.59%	rgb; mean 123.675,116.28,103.53; scale 58.395,57.12,57.375
shufflenet_v2	onnx model zoo	ir6/opset10	88.32%	69.56%	86.68%	66.43%	1.64%	3.13%	rgb; reisze到256，crop224; mean 123.675,116.28,103.53; scale 58.395,57.12,57.375
resnet50_v2	onnx model zoo	ir3/opset7	92.38%	74.93%	91.86%	73.79%	0.52%	1.14%	rgb; mean 123.675,116.28,103.53; scale 58.395,57.12,57.375
resnet101_v2	onnx model zoo	ir3/opset7	93.20%	76.48%	92.07%	74.44%	1.13%	2.04%	rgb; mean 123.675,116.28,103.53; scale 58.395,57.12,57.375
desnet121	onnx model zoo	ir3/opset8	92.30%	75.00%	91.19%	72.72%	1.11%	2.28%	bgr; mean 103.53,116.28,123.675; scale 57.375,57.12,58.395
squeezenet	onnx model zoo	ir3/opset8	79.12%	56.34%	79.65%	56.27%	-0.53%	0.07%	bgr; mean 103.939 ,116.779,123.68
inception_v3	https://github.com/Cadene/pretrained-models.pytorch#inception	ir4/opset9	93.45%	77.29%	93.31%	76.69%	0.14%	0.61%	input 1x3x299x299; rgb; mean 123.675,116.28,103.53; scale 58.395,57.12,57.375
inception_v4	https://github.com/Cadene/pretrained-models.pytorch#inception	ir4/opset9	94.93%	80.06%	93.66%	77.12%	1.26%	2.94%	input 1x3x299x299; rgb; mean 123.675,116.28,103.53; scale 58.395,57.12,57.375
xception	https://github.com/Cadene/pretrained-models.pytorch#inception	ir4/opset9	94.29%	78.89%	92.11%	74.87%	2.18%	4.01%	resize到333, center crop 224*224, x = x/255, x=(x-0.5)/0.5

转载请注明出处:https://blog.youkuaiyun.com/tbl1234567.作者:陶表犁