From GPU to Edge FPGA: Balancing Image Quality and Resources for Super-Resolution on AMD Kria™ KV260
A super-resolution model can look excellent on a GPU. The real challenge starts when the same capability must operate inside a UAV, remote-sensing payload, or compact edge system. In these applications, high-resolution imagery is valuable, but the hardware budget is limited. Memory, power consumption, heat, processing latency, and board size all become part of the AI design. The best algorithm...
