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Mobile-CPU-latency-targeted CNN backbone found by combined platform-aware NAS and NetAdapt, built from MobileNetV2 inverted-residual blocks augmented with squeeze-and-excitation and the h-swish nonlinearity, plus a Lite Reduced ASPP segmentation decoder; trained on ImageNet-1k and adapted to detection and segmentation.