weiaicunzai/pytorch-cifar100

Result Table

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|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|