Most easiest way would be:
invTrans = transforms.Compose([ transforms.Normalize(mean = [ 0., 0., 0. ],
std = [ 1/0.229, 1/0.224, 1/0.225 ]),
transforms.Normalize(mean = [ -0.485, -0.456, -0.406 ],
std = [ 1., 1., 1. ]),
])
inv_tensor = invTrans(inp_tensor)