Neural Network form Parameters to Simple Image Generation
Hello everyone,
I am currently working on a project where I need to generate black and white images of squares based on three parameters: the center x coordinate, the center y coordinate, and the edge length of the square. This would be extremely easy by itself but I must do it through e neural network or other type of ML approach. Below is a small example of a 10-samples dataset.
Could anyone provide guidance on how to design and train a neural network for this purpose? Specifically, I am looking for insights into:
Choosing the appropriate neural network architecture (e.g., convolutional neural network, feedforward neural network).
Preprocessing steps required for the input data.
Methods for structuring the output layer to generate the B/W image of the square.
Techniques for training the neural network using a dataset of square images with known parameters.
Any advice, sample code, or relevant resources would be greatly appreciated.
Thank you in advance for your assistance.
Best regards,
DanieleHello everyone,
I am currently working on a project where I need to generate black and white images of squares based on three parameters: the center x coordinate, the center y coordinate, and the edge length of the square. This would be extremely easy by itself but I must do it through e neural network or other type of ML approach. Below is a small example of a 10-samples dataset.
Could anyone provide guidance on how to design and train a neural network for this purpose? Specifically, I am looking for insights into:
Choosing the appropriate neural network architecture (e.g., convolutional neural network, feedforward neural network).
Preprocessing steps required for the input data.
Methods for structuring the output layer to generate the B/W image of the square.
Techniques for training the neural network using a dataset of square images with known parameters.
Any advice, sample code, or relevant resources would be greatly appreciated.
Thank you in advance for your assistance.
Best regards,
Daniele Hello everyone,
I am currently working on a project where I need to generate black and white images of squares based on three parameters: the center x coordinate, the center y coordinate, and the edge length of the square. This would be extremely easy by itself but I must do it through e neural network or other type of ML approach. Below is a small example of a 10-samples dataset.
Could anyone provide guidance on how to design and train a neural network for this purpose? Specifically, I am looking for insights into:
Choosing the appropriate neural network architecture (e.g., convolutional neural network, feedforward neural network).
Preprocessing steps required for the input data.
Methods for structuring the output layer to generate the B/W image of the square.
Techniques for training the neural network using a dataset of square images with known parameters.
Any advice, sample code, or relevant resources would be greatly appreciated.
Thank you in advance for your assistance.
Best regards,
Daniele neural network, image generation MATLAB Answers — New Questions