Thanks a lot! I already solved this.
I asked this as a separate question here and on SO. Then I noticed that it is not 224x224 but 224x244 and got mad. I am so blind. Anyways changing that one image manually in my case (or using a resize transformation) did the job.
PS: I have noticed how much you help on this forum even before signing up. You are the real MVP.