10x1 to 3x224x224?
That sounds crazy!
Referring to the structure of resnet, I think you can try to build a new network use nn.Conv1d, nn.BatchNorm1d and so on…
But in my understanding, if your input data have no spatial correlation, that’s no need to use convolution…(I cannot guarantee my opinion)