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Anyone know any existing library in the market? or open source project? The library should be able to convert picture or any images to cartoon-like image.
Please suggest me if you have use anything like that before.
Depends on what you mean by cartoon-like. Sometimes, applying some filters and doing some other minor operations might give you a decent result. If that is what you are after, you could use something like JavaCV (which is a wrapper for OpenCV.
This library should provide you with access to some graphical tools which should allow you to manipulate the image to obtain what you are after.
If on the other hand you are after a caricature type of cartoon, I think that you would need to use some AI techniques since caricatures usually involve the exaggeration of some physical feature, and for that, you would need AI to extract the said feature.
Finally, you can take a look at this previous SO thread which contains some other pointers on how you can convert an image to a cartoon.