How to train Faster R-CNN on my own custom dataset?

[meshghi]

Hello. I want to:

1- train Faster RCNN on my own custom dataset.
2- use the pre-trained Faster RCNN on the VOC2007 as the initial weights to train it then on my own custom dataset.
3- modify the RPN network with different loss functions that I have come up with.

I will greatly appreciate it if you could help me/let me know how to achieve the above goals.

[under-score]

Have a look at towardsdatascience.com for custom object detection.

[s4nyam]

Still Looking for some productive references, not literature, but proper guidelines to code. Thanks :)

[aymuos15]

https://colab.research.google.com/drive/1oFxPpBeE8SzSQq7BTUv28IIqQeiHHLdj?usp=sharing#scrollTo=e1BoCmE3j54d

This link seemed fairly helpful (for question 1). At least provides some form of intuition as to how structure your pipeline.

[s4nyam]

Thanks, I finished the project, its called as DeepSeaNet, have some click to run all notebooks along with that, try looking - https://arxiv.org/abs/2306.06075