Beyond Benchmarks: Continuous Edge Inference for Fine-Grained Roadside Perception

Aditya Mishra, Haroon Lone

Continuous AI inference on resource-constrained edge hardware introduces deployment effects that are largely invisible to conventional benchmark evaluation, including temporal inst…