Based on the error message it seems the state_dict might have been saved directly using the FCHarDnet model without wrapping it into an nn.Sequential container.
Could this be the case?
If so, you could add the mitssing 0. in front of the keys.
However, this would also mean that the parameters of the conv layer weren’t saved.