Cache Crowd candidates per session and shorten small-image GPU reservations

Two-grid tiled ensemble with adaptive dedup for +10-26% recall; 7s GPU cap

Brand + readability pass on the counted overlay; force light mode on all hosts; 5s GPU

Drop torchvision import (ZeroGPU lacks it); inline normalize

Add PET crowd-counter Gradio app (ZeroGPU)