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Home/News/Winograd convolutions cost us 2 mAP and we didn't notice for a month

Winograd convolutions cost us 2 mAP and we didn't notice for a month

TL;DR: We turned on Winograd convolution to shave latency off a pedestrian detector running on a Cortex-A53, got a clean 18% speedup, and silently lost 2.1 mAP because the F(4,3) transform overflowed in fp16. The accuracy drop hid inside our aggregate metric for almost a month before a per-distance

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Tags:#cloud#winograd-convolutions#latency-optimization#machine-learning#computer-vision

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