pytorch主流backbone实现

计算机视觉主流backbone收集

源码 https://github.com/oaifaye/backbone-pytorch

dataset	network	params	top1 err	top5 err	epoch(lr = 0.1)	epoch(lr = 0.02)	epoch(lr = 0.004)	epoch(lr = 0.0008)	total epoch
cifar100	mobilenet	3.3M	34.02	10.56	60	60	40	40	200
cifar100	mobilenetv2	2.36M	31.92	09.02	60	60	40	40	200
cifar100	squeezenet	0.78M	30.59	8.36	60	60	40	40	200
cifar100	shufflenet	1.0M	29.94	8.35	60	60	40	40	200
cifar100	shufflenetv2	1.3M	30.49	8.49	60	60	40	40	200
cifar100	vgg11_bn	28.5M	31.36	11.85	60	60	40	40	200
cifar100	vgg13_bn	28.7M	28.00	9.71	60	60	40	40	200
cifar100	vgg16_bn	34.0M	27.07	8.84	60	60	40	40	200
cifar100	vgg19_bn	39.0M	27.77	8.84	60	60	40	40	200
cifar100	resnet18	11.2M	24.39	6.95	60	60	40	40	200
cifar100	resnet34	21.3M	23.24	6.63	60	60	40	40	200
cifar100	resnet50	23.7M	22.61	6.04	60	60	40	40	200
cifar100	resnet101	42.7M	22.22	5.61	60	60	40	40	200
cifar100	resnet152	58.3M	22.31	5.81	60	60	40	40	200
cifar100	preactresnet18	11.3M	27.08	8.53	60	60	40	40	200
cifar100	preactresnet34	21.5M	24.79	7.68	60	60	40	40	200
cifar100	preactresnet50	23.9M	25.73	8.15	60	60	40	40	200
cifar100	preactresnet101	42.9M	24.84	7.83	60	60	40	40	200
cifar100	preactresnet152	58.6M	22.71	6.62	60	60	40	40	200
cifar100	resnext50	14.8M	22.23	6.00	60	60	40	40	200
cifar100	resnext101	25.3M	22.22	5.99	60	60	40	40	200
cifar100	resnext152	33.3M	22.40	5.58	60	60	40	40	200
cifar100	attention59	55.7M	33.75	12.90	60	60	40	40	200
cifar100	attention92	102.5M	36.52	11.47	60	60	40	40	200
cifar100	densenet121	7.0M	22.99	6.45	60	60	40	40	200
cifar100	densenet161	26M	21.56	6.04	60	60	60	40	200
cifar100	densenet201	18M	21.46	5.9	60	60	40	40	200
cifar100	googlenet	6.2M	21.97	5.94	60	60	40	40	200
cifar100	inceptionv3	22.3M	22.81	6.39	60	60	40	40	200
cifar100	inceptionv4	41.3M	24.14	6.90	60	60	40	40	200
cifar100	inceptionresnetv2	65.4M	27.51	9.11	60	60	40	40	200
cifar100	xception	21.0M	25.07	7.32	60	60	40	40	200
cifar100	seresnet18	11.4M	23.56	6.68	60	60	40	40	200
cifar100	seresnet34	21.6M	22.07	6.12	60	60	40	40	200
cifar100	seresnet50	26.5M	21.42	5.58	60	60	40	40	200
cifar100	seresnet101	47.7M	20.98	5.41	60	60	40	40	200
cifar100	seresnet152	66.2M	20.66	5.19	60	60	40	40	200
cifar100	nasnet	5.2M	22.71	5.91	60	60	40	40	200
cifar100	wideresnet-40-10	55.9M	21.25	5.77	60	60	40	40	200
cifar100	stochasticdepth18	11.22M	31.40	8.84	60	60	40	40	200
cifar100	stochasticdepth34	21.36M	27.72	7.32	60	60	40	40	200
cifar100	stochasticdepth50	23.71M	23.35	5.76	60	60	40	40	200
cifar100	stochasticdepth101	42.69M	21.28	5.39	60	60	40	40	200

pytorch主流backbone实现

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