Hi Jungju,
To establish statistical significance in decoding results, you still need to do statistics because high classification values can still arise by chance. See for example https://www.sciencedirect.com/science/article/pii/S0165027015000114
I use permutation tests in my work, when having multiple subjects and each subject contributes one decoding time course.
Best,
Dimitrios