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Keyword here being "controllable", I suppose - this is valid in other DL fields too: generative approaches (in CV, in NLP, etc) are very cool on paper / for academia, but frankly unmanageable when verticalized into industries.
I can only imagine! To elaborate on "controllable"- We -just- now got to the point where quality is consistent across rendering with a wide range of resolutions. One of many aspects that matter for production.. That aspect is so hard in practice to engineer for.
Care to elaborate about the difficulties of wide resolution range? More of an engineering or fundamental problem?
I thought that aspect was solved with progressive resizing. At least going down with resolution... going up you need a huge amount of VRAM for your U-Net, a huge amount of VRAM for your perceptual loss ResNet (-34? -50?) >
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