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pytorch_fasterrcnn's Introduction

Pytorch Faster RCNN

Note: -

  1. It is better to use https://github.com/lgvaz/mantisshrimp
  2. All the features in this (plus extra features) have been added to mantisshrimp.
  3. It is a complete framework for object detection and more scalable.

Faster RCNN Fine-Tune Implementation in Pytorch.

How to use ?

  1. git clone the repo
git clone https://github.com/oke-aditya/pytorch_fasterrcnn.git
  1. install the requirements (will add)
pip install -r requirements.txt

Simply edit the config file to set your hyper parameters.

  1. Keep the training and validation csv file as follows

NOTE

Do not use target as 0 class. It is reserved as background.

image_id xtl ytl xbr ybr      target
1        xmin ymin xmax ymax   1
1        xmin ymin xmax ymax   2

2		 xmin ymin xmax ymax   3
  1. Simply edit the config file to set your hyper parameters

  2. Run the train.py file

Features: -

  • It works for multiple class object detection.

Backbones Supported: -

  • Note that backbones are pretrained on imagenet.

  • Following backbones are supported

  1. vgg11, vgg13, vgg16, vgg19
  2. resnet18, resnet34, resnet50, resnet101, resnet152
  3. renext101
  4. mobilenet_v2

Sample Outputs

Helmet Detector

Helmet Detection

Mask Detector

Mask Detection

If you like the implemenation or have taken an inspiration do give a star :-)

pytorch_fasterrcnn's People

Contributors

oke-aditya avatar

Watchers

James Cloos avatar

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