Pix-plot Alternatives
Similar projects and alternatives to pix-plot based on common topics and language
-
-
-
SurveyJS
Open-Source JSON Form Builder to Create Dynamic Forms Right in Your App. With SurveyJS form UI libraries, you can build and style forms in a fully-integrated drag & drop form builder, render them in your JS app, and store form submission data in any backend, inc. PHP, ASP.NET Core, and Node.js.
-
-
pix-plot reviews and mentions
-
Over 700k paintings from the Rijksmuseum online copyright free
Density based clustering with high dimensional data will tend to struggle. This is because, in high enough dimensions, you need a lot of samples to see any density. Also distances start to look very similar (from the curse of dimensionality). To get any traction on such things you need some form of dimension reduction. For something like this non-linear techniques are going to be better. If you want a pipeline of standard parts then something like:
Pretrained-CNN --> UMAP --> HDBSCAN
can turn out relatively reasonable results, especially if the UMAP you use for the clustering is to more than 2 or 3 dimensions (often 5 to 20 is good, depending on the data). You can, of course, still use a 2D UMAP to visualize the results. If you want such a pipeline packaged up then consider the PixPlot package, designed for exactly this use case, from the Yale Digital Humanities Lab: https://github.com/YaleDHLab/pix-plot
* Disclaimer: I am highly biased, as an author of both HDBSCAN and UMAP implementations.
Stats
YaleDHLab/pix-plot is an open source project licensed under MIT License which is an OSI approved license.
The primary programming language of pix-plot is JavaScript.
