12 August 2020
U-Net based building footprint pre-annotation
In this article, I would like to present our new building pre-annotation for aerial images of annotate.online platform, share it’s code and algorithm and the motivation of integrating it into our platform.
27 July 2020
Accuracy and runtime tradeoff in modern edge detection algorithms
How to improve both inference time (2x) and F1 score (by 0.06) of the pruned neural network using knowledge distillation. In this article, I will share my experience with shrinking contour/edge detection models. I will describe in detail model architectures and training experiments that lead to a 6x faster network that underperforms SOTA models by only ~2%.