In reciprocal crosses, any tissue formed by symmetric genomic contributions (like the diploid embryo, which always receives exactly $1n$ from each parent) will have the same chromosome count regardless of who was the male or female parent.
Tissues with maternal bias (endosperm, which is $2/3$ maternal, or seed coat, which is $100\%$ maternal) will vary depending on the mother.