---
title: Crowd Counting And Gender Classification
emoji: 👥
colorFrom: blue
colorTo: pink
sdk: gradio
sdk_version: 4.44.1
app_file: app.py
pinned: false
---

Crowd Counting & Gender Classification
Upload a crowd photo and get:

* Standard mode — total count reconciled against CSRNet's density estimate, plus a male/female breakdown, with a color-coded dot overlay (yellow = Male, pink = Female, unrecognizable faces left unmarked — no dot, no color)
* Extreme Density mode — total headcount only, via density estimation, for scenes too dense/occluded for reliable per-face gender classification

See `pipeline_decision.md` in the project repo for the full reasoning behind the two-pipeline architecture.