Any ideas to adapt the model to train small amount of images

1

Hello,
I need some advice and help from everyone who are welcoming to share their knowledge.
Actually I have only around 1000 image and I want to use them to generate this mode please check the link[the model I need to adapt to train 1000 image https://github.com/biswassanket/synth_doc_generation

Is it possible and how I can adapted the code to my small amount of data? Thank you in advance. .

2

Hello,
I need some advice and help from everyone who are welcoming to share their knowledge.
Actually I have only around 1000 image and I want to use them to generate this mode please check the link[the model I need to adapt to train 1000 image https://github.com/biswassanket/synth_doc_generation

Is it possible and how I can adapted the code to my small amount of data? Thank you in advance. .

Have you considered fine-tuning a pre-trained model?

3

hell fpozzi,
Thank you very much for your suggestion,
Please I have some questions to help me out as I am a beginner :

so for my case I have to use 1. trained model on PubLayNet
my data has the same classes as publaynet only with different language (not in english) it will work right ?
second any suggestion on how I fine-tuning it to adapt my data ?
Thank you.

4

hell fpozzi,
Thank you very much for your suggestion,
Please I have some questions to help me out as I am a beginner :

so for my case I have to use 1. trained model on PubLayNet
my data has the same classes as publaynet only with different language (not in english) it will work right ?

I think the best thing to do is to try. Another thing you can do is to search for similar works.

second any suggestion on how I fine-tuning it to adapt my data ?

Since your dataset is very small, you can freeze the first layers of your network and make the remaining layers trainable.

5

Thank you very much for your reply
I will follow your guide and keep you updated if I face any problems

6

fpozzi has the right idea. Just to supplement what they wrote, here is a tutorial on finetuning a trained model: Google Colab

7

Hello guys,
so I searched for pretrained model to work with my data but I didn’t find any similar model.

Any ideas of how I can train the model from scratch with my data ?
Thank you