Abhi001vj / object_detector

Basic object detection for person, vehicles and objects with focus on deployment

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https://github.com/abhi1thakur/tez

Goal

To train single object detection models from scratch on commmonly available datasets and make them available them in small enough packages so that they can be deployed easily. Add deployemnt scripts with FastAPI, TfJS, TFLite and TFMicro. Also provide option to train object detetcors using any subset of categories available in these datasets

Available detectors

  • Person
    • Use cases include people counter pedestrian detection
  • Automobile
    • For lience plate detection
  • Animals
  • Objects

Datasets

PASCAL MS COCO GOOGLE OPEN IMAGES

Models

YOLO YOLO v2 YOLO v3

mobile net SSD retina Net

FastAPI Example

Tf Micro Example

Results Comparison table with pretrained models

Resources

Blogs

Papers

About

Basic object detection for person, vehicles and objects with focus on deployment

License:Apache License 2.0


Languages

Language:Jupyter Notebook 97.6%Language:Python 2.4%