Krishna Kumar Singh

Capacity-Aware Gradient-Boosted CNNs and DNNs for Efficient Image Classification

A capacity-aware GB-CNN (CW-GB-CNN) built on a closed-form capacity model of the additive dense head, Phead(W, M), which gives the head's parameter count from the layer width W and the number of boosting rounds M, and which achieved the best mean accuracy and mean rank on CIFAR-10.