The development of autonomous vehicle systems requires increasingly accurate and reliable perception of vulnerable road users, including cyclists. Unlike cars, cyclists' behavior is more variable and less predictable, as it depends largely on road infrastructure, environmental factors, and individual actions. Errors in detecting cyclists or misinterpreting their intentions can