CrowdCC: Jointly Benchmarking Corruption Robustness and Deployment Quantization in Crowd Counting.

arXiv:2610.36340v2 Announce Type: replace-cross Abstract: Crowd-counting models deployed on edge devices face two challenges: inputs are degraded along the capture and transmission pipeline, while models are often quantized to satisfy resource constraints of t