There even is a trick Jeremy describes to train your network using the same images, but on different sizes, as a form of data augmentation…
Pseudo steps:
data_224 (size 224)
create network with data_224
train network
save network ("some_name_224")
data_299 (size 299)
create network with data_299
load saved network "some_name_224"
train network