Semi-White-Box Strategy: Enhancing Data Efficiency and Interpretability of Convolutional Neural Networks in Image Processing

Table 1

Comparison of characteristics between semi-white-box and related methods.

Method	Data demand	Training efficiency	Runtime efficiency	Interpretability
Network pruning	Reduced	No effect	Improved	No
Split learning	No effect	Improved	No effect	No
Manually simplifying	Not guaranteed	Not guaranteed	Not guaranteed	Not guaranteed
Semi-white-box	Reduced	Improved	Improved	Partial