FFNet-40S is a compact convolutional neural network designed for pixel-wise semantic segmentation of high-resolution images. It combines a ResNet-style encoder with a multi-branch decoder, enabling efficient processing on devices with limited compute resources. Ideal for smart city and autonomous driving scenarios.