resnet_v1

Model	Source	Size, MB	Quality: Accuracy, %				Latency, ms
			CoreML		Source		iPhone 11 Pro			iPhone 7
			Top-1	Top-5	Top-1	Top-5	CPU	GPU	ANE	CPU	GPU
ResNet18_V1	PyTorch	45	69.76	89.08	69.76	89.08	20	35	8	78	49
ResNet34_V1	PyTorch	83	73.32	91.42	73.30	91.42	35	47	9	150	50
ResNet50_V1	PyTorch	98	76.13	92.86	76.15	92.87	70	50	10	186	70
ResNet50_V1	Keras	98	74.73	91.95	74.93	92.06	66	45	9	170	62
ResNet101_V1	PyTorch	170	77.37	93.55	77.37	93.56	165	58	11	327	119
ResNet101_V1	Keras	165	76.18	92.58	76.42	92.79	151	55	9	313	135
ResNet152_V1	PyTorch	230	78.31	94.05	78.31	94.06	216	75	14	490	204
ResNet152_V1	Keras	231	76.40	92.92	76.60	93.12	214	73	12	441	165

Reference: https://arxiv.org/abs/1512.03385

Inputs:

• 224x224
• 3-channel RGB
• [0-255] pixel range

Dataset:

• ImageNet1k

Versions:

• iOS 13.5.1
• XCode 11.5