resnet.md

ResNet

ResNet (D)

Model	Size	Augmentation	Epoch	Top 1	Top 5	Time	Code	Log
ResNet_vd-50	160	Standard	120	78.54	94.33	192.1	50	1 2 3
ResNet_vd-50	160	Mixup	200	78.93	94.68	214.1	31	1
ResNet_vd-50	224	Standard	120	78.22	93.99	358.6	83	1
ResNet_vd-50	224	Mixup	200	78.91	94.54	357.5	91	1

• Bag of Tricks for Image Classification with Convolutional Neural Networks

RegNet

Model	Size	Augmentation	Epoch	Top 1	Top 5	Time	Code	Log
RegNetY-1.6GF	160	Standard	100	77.86	94.01	161.8	32	1
RegNetY-4.0GF	160	Standard	100	79.59	94.82	246.5	37	1
RegNetY-1.6GF	160	Mixup	200	78.38	94.27	164.0	36	1
RegNetY-4.0GF	160	Mixup	200	80.28	95.29	247.0	41	1

• Designing Network Design Spaces

Res2Net

Model	Size	Augmentation	Epoch	Top 1	Top 5	Time	Code	Log
Res2Net_vd-50	160	Standard	120	78.94	94.52	248.3	45	45
Res2Net_vd-50	160	Mixup	200	79.61	94.94	249.0	46	46
Res2Net_vd-50	224	Standard	120	79.18	94.48	484.9	84	84
Res2Net_vd-50 (nlb)	224	Standard	120	78.64	94.25	483.7	87	87

• Res2Net: A New Multi-scale Backbone Architecture