resource-constrained-devices

This paper presents MiLSD, a micro line-segment detector designed for resource-constrained devices like microcontrollers. It systematically compares output representations within a compact fully-convolutional backbone and shows that 8-bit quantization preserves full-precision performance, while 4-bit quantization causes degradation, achieving improved accuracy within a 1 MB activation budget.