Show HN: We Let Machine Learning Design Your Logos(designwithai.com)
designwithai.com
Show HN: We Let Machine Learning Design Your Logos
https://www.designwithai.com/
3 comments
That's usually the first question we get from so many folks. From the surface, it doesn't look like an ML problem but here are some of the places where ML is needed. Given a company:
- What color scheme to use? We generate this using machine learning (random forests)
- What fonts combinations to use (We are trying to do this using font embeddings)
- What icon to select given the company name and description (We use word embeddings right now for this. We are also going to use Conv Nets and Auto Encoders to get better icon representations).
- Out of the hundreds of logos we generate using genetic algorithms, which ones to show to user? (This is an image classification problem and we're working on using Conv Nets here).
These are just some of the aspects where we are applying ML. Some of the features are being used and some are being developed.
Please let me know if you have any other questions. Happy to chat more about this.
- What color scheme to use? We generate this using machine learning (random forests)
- What fonts combinations to use (We are trying to do this using font embeddings)
- What icon to select given the company name and description (We use word embeddings right now for this. We are also going to use Conv Nets and Auto Encoders to get better icon representations).
- Out of the hundreds of logos we generate using genetic algorithms, which ones to show to user? (This is an image classification problem and we're working on using Conv Nets here).
These are just some of the aspects where we are applying ML. Some of the features are being used and some are being developed.
Please let me know if you have any other questions. Happy to chat more about this.
How does this match up against other generators like Brandmark?
From the feedback we've got from different sources including startup communities at reddit, our logos are much better than our competitors (logojoy, brandmark) in terms of diversity and creativity. I would love for you to have a look at the website and try creating some logos.
On the technical side, we are trying to automate as much as we can. One example of this would be a feature that we are working on right now which uses GANs to generate icons from scratch. Another is icon coloring using Conv Nets. These features are still in progress but you can see where we want to go. We want to do away with rules and let the ML algorithms decide everything for us. This addresses one of the limitations of our competitors that we observed - a lot of redundancy because of some rule based aspects of their products.
Happy to chat more about this.
On the technical side, we are trying to automate as much as we can. One example of this would be a feature that we are working on right now which uses GANs to generate icons from scratch. Another is icon coloring using Conv Nets. These features are still in progress but you can see where we want to go. We want to do away with rules and let the ML algorithms decide everything for us. This addresses one of the limitations of our competitors that we observed - a lot of redundancy because of some rule based aspects of their products.
Happy to chat more about this.
Founder here. Happy to answer any questions you have. I've been working on this for over a year and it seems to be in a good form now. I would love some feedback from the community here.
It's basically get an icon, place it on a canvas. Take the brand name, and either put it on the right of the icon or beneath it.