I will build crowd counting and density estimation using csrnet

United States

I speak English, Spanish, German

Cloud AI Computer Vision Engineer

I am a cloud and AI engineering specialist focused on building intelligent computer vision systems, production-ready APIs, and scalable video analytics solutions. I combine machine learning knowledge ...
About this Gig

Need an AI-powered solution to accurately count people in crowded environments? I will build a custom crowd counting and density estimation system using CSRNet for estimating crowd size and generating detailed density maps.


The system can be developed for images, recorded videos, CCTV footage, or supported camera streams. CSRNet is particularly useful for highly congested scenes where traditional person detection can struggle. I can customize the pipeline for crowd monitoring, occupancy estimation, event analytics, public-space monitoring, and other computer vision applications.


What I Offer

  • CSRNet implementation
  • Crowd counting
  • Density map generation
  • Crowd density estimation
  • Image & video processing
  • CCTV/RTSP integration
  • Real-time crowd analytics
  • People count estimation
  • Heatmap visualization
  • Custom dataset training
  • Model fine-tuning
  • Python & OpenCV integration
  • Results export
  • Model optimization


Why Choose Me

  • Custom computer vision development
  • CSRNet expertise
  • High-density scene analysis
  • Clean and documented implementation


Have a crowd analytics project? Send me your sample images/video, dataset, and requirements, and let's build your counting system.


APIs:

Microsoft Computer Vision AI

Amazon Rekognition

Expertise:

Image processing

Feature learning

Classification

Programming language:

Python

R

MATLAB

Colab

Java

Tools:

OpenCV

TensorFlow

MLflow

SimpleCV

CVAT

Colab

PyTorch

Frameworks:

DeepPy

Google ML Kit

SimpleCV

Keras

PyTorch

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