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Not sure how related this is but seems like the right crowd to ask... As a photographer who also does programming full time I've been wondering what would need
by bcheung 10y ago
Not sure how related this is but seems like the right crowd to ask...
As a photographer who also does programming full time I've been wondering what would need to happen to synthesize skin texture to remove imperfections. Example, removing small scars, wrinkles, etc. Currently I just use the healing brush in Photoshop but wondering if ML can be used to automatically do it.
Does anyone have any recommendations on what sub-fields or papers I could read to get a better idea of what would be involved to create a solution like that?
- shostack 10y agoNot fully automated with ML, but as a fellow photographer I think you'll find tutorials on frequency separation in Photoshop helpful and relevant. Now if only that existed in Lightroom so I don't need to have a massive PSD and can keep my nice and tiny .dng files.
- whataretensors 10y agoSounds like a problem for inpainting. Here's a paper around synthesizing human faces. It includes inpainting http://www.faculty.idc.ac.il/arik/seminar2009/papers/VisioFaces.pdf http://www.faculty.idc.ac.il/arik/seminar2009/papers/VisioFa... https://arxiv.org/pdf/1604.07379.pdf https://arxiv.org/pdf/1604.07379.pdf this uses a GAN to inpaint with arbitrary data. This is probably a couple of iterations from being easy to implement, as training GANs efficiently and accurately is still a technical challenge.