Winograd convolutions cost us 2 mAP and we didn't notice for a month
A team of CV engineers deploying a pedestrian detector on a Cortex-A53 board enabled Winograd convolution for a speedup but lost 2.1 mAP due to fp16 overflow in the F(4,3) transform, with small objects dropping 7 points.…