Code Monkey home page Code Monkey logo

inference-dashboard-example's Introduction

๐Ÿค– Video Inference Dashboard Example

Roboflow's inference server to analyze video streams. This project extracts insights from video frames at defined intervals and generates informative visualizations and CSV outputs.

๐Ÿ“ฆ Use Case: Smart Inventory Monitoring

Factories & stores can:

  • Save time
  • Count items at intervals, avoiding stockouts.
  • Restock efficiently using data.
  • Enhance operations

๐Ÿ“ˆ Result

This is counting products on shelf, every 5 minutes, categorically and in total.


alt text


alt text

โš™๏ธ Requirements

Make sure you have docker installed. Learn more about building, pulling, and running the Roboflow Inference Docker Image in our documentation.

๐Ÿ” Installation

โŒ— 1 Start inference server

x86 CPU:

docker run --net=host roboflow/roboflow-inference-server-cpu:latest

NVIDIA GPU

docker run --network=host --gpus=all roboflow/roboflow-inference-server-gpu:latest

โŒ— 2 Setup and Run

git clone https://github.com/roboflow/inference-dashboard-example.git
cd inference-dashboard-example
pip install -r requirements.txt
python main.py --dataset_id [YOUR_DATASET_ID] --api_key [YOUR_API_KEY] --video_path [PATH_TO_VIDEO] --interval_minutes [INTERVAL_IN_MINUTES]

"""
--dataset_id: Your dataset name on Roboflow.
--version_id: The version ID for inference (default: 1).
--api_key: Your API key on Roboflow.
--video_path: Path to the video file for analysis.
--interval_minutes: Interval in minutes to extract predictions (default: 1).
"""

๐Ÿฆพ Feedback & Contributions

Feel free to open an issue, submit a PR, or share your feedback. All contributions are welcome!

inference-dashboard-example's People

Contributors

artyaltanzaya avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar

Forkers

insigh1 amirdev83

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.