Thanks for the code.
My previous recommendation was wrong and the in_features of seq2 were already set to 254016 and should be instead set to 110*110*16=193600:
        self.seq2 = nn.Sequential(
            nn.Linear((110*110*16), 512),
            nn.ReLU()
        )