Python Artificially increase my dataset size for Pix2pix Gan

Thread starter btb4198
Start date Oct 3, 2022
Tags

increase

AI Thread Summary

To enhance a small dataset of 250 image pairs for a Pix2pix GAN, several techniques can be employed to artificially increase its size. Data augmentation methods such as rotation, flipping, scaling, and color adjustments can create variations of existing images, effectively generating new training samples. Additionally, applying transformations like cropping or adding noise can further diversify the dataset. The concept of combining existing images to create new information is valid; slight modifications can help the neural network perceive these altered images as distinct, thus improving its learning capability. Overall, leveraging these augmentation strategies can significantly boost the performance of the GAN despite the limited initial dataset size.

Oct 3, 2022

btb4198

I am working on a Pix2pix Gan but I small dataset size of about 250 Pairs of images. What are good ways in code to artificially increase my dataset size?

Technology news on Phys.org

Oct 4, 2022

pbuk

Science Advisor

Homework Helper

Gold Member

Do you think that it is possible to create new bits of information by combining existing bits?

Oct 4, 2022

btb4198

I read that if Slightly modified an image, it becomes like a new image to the neural network

Thread 'How to connect Frontend and Backend?'

i am a cse student and as a second year student i started building apps. by sing chatgpt i am getting frontend files and backend files but i fail to connect those files. how to learn it and when i asked my friend he said learn about api keys. should i learn that or learn something new

View full post »

Thread 'Is this public key encryption?'

I've tried to intuit public key encryption but never quite managed. But this seems to wrap it up in a bow. This seems to be a very elegant way of transmitting a message publicly that only the sender and receiver can decipher. Is this how PKE works? No, it cant be. In the above case, the requester knows the target's "secret" key - because they have his ID, and therefore knows his birthdate.

View full post »

Thread 'Project Documentation'

Trying to package up a small bank account manager project that I have been tempering on for a while. One that is certainly worth something to me. Although I have created methods to whip up quick documents with all fields and properties. I would like something better to reference in order to express the mechanical functions. It is unclear to me about any standardized format for code documentation that exists. I have tried object orientated diagrams with shapes to try and express the...

View full post »