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A 3D Body from Eight Questions – No Photo, No GPU

92 points - last Wednesday at 12:20 PM

Source
  • aaclark

    today at 6:12 AM

    ai;dr

    MLP trained on 8 questions achieves ~0.3cm height error, ~0.3kg weight error, and ~3-4cm for bust/waist/hips measurements.

    https://www.mdpi.com/1424-8220/22/5/1885 + some hacking => "we want to productize this"

      • mcphage

        today at 1:14 PM

        What does it mean to have 0.3cm height error, when height is one of the 8 questions?

        • endofreach

          today at 7:05 AM

          > ai;dr

          Haven't seen that one yet. I like it.

      • sorenjan

        today at 11:42 AM

        I don't understand why the height and weight errors aren't 0 when they are known inputs? If I say how tall I am, why is the model estimating something else?

          • gwerbin

            today at 12:50 PM

            That's a common phenomenon in model fitting, depending on the type of model. In both old school regression and neural networks, the fitted model does not distinguish between specific training examples and other inputs. So specific input-output pairs from the training data don't get special privilege. In fact it's often a good thing that models don't just memorize inputt-output pairs from training, because that allows them to smooth over uncaptured sources of variation such as people all being slightly different as well as measurement error.

            In this case they had to customize the model fitting to try to get the error closer to zero specifically on those attributes.

        • tears-in-rain

          today at 12:28 PM

          from the title, i thought that will be akinator that produce you some images by image-v2

          • dalmo3

            today at 10:30 AM

            AI or not, I liked this bit:

            > Averages lie about the tails, and a person who gets a 15 cm bust error doesn’t care that the mean is 4 cm.

            A variation of that sentence should be mandatory in every scientific paper.

            • today at 7:14 AM

              • faangguyindia

                today at 7:59 AM

                It has that kind of feel as if it's made in codex.

                • rgovostes

                  today at 5:29 AM

                  It takes more like 10 seconds. For a large range of height and weight inputs crossed with all option combinations, you could precompute ~10M measurements and return results basically instantly.

                  • xenonite

                    today at 7:02 AM

                    Well sorry no, because already the torso to leg length ratio is covered by none of their question. (and yes, they list it as a limitation)

                    • woohin

                      today at 10:41 AM

                      Interesting idea. Using a questionnaire as input for an MLP makes sense but the real challenge is designing questions that capture useful signal instead of noise. If that part is done well, the approach has a lot of potential.

                      • RobotToaster

                        today at 8:48 AM

                        Tangential, but does anyone else keep reading "MLP" as "my little pony".

                        • ggm

                          today at 7:35 AM

                          How big are the pockets and is it sex determined?

                          • 0x1da49

                            today at 11:32 AM

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                            • vijgaurav

                              today at 11:49 AM

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                              • moralestapia

                                today at 8:30 AM

                                This is the best UI/UX article I've read this year. If the authors are around, I extend them my dearest congratulations ^^.

                                  • moralestapia

                                    today at 12:25 PM

                                    Like ... who/why would downvote this?

                                    This is definitely manipulated.

                                      • luma

                                        today at 1:04 PM

                                        My guess, the article itself is clearly AI authored and there are a fair number of us who don't particularly like the writing style. Further, it implies something about the original human's own valuation of this work - if they decided to let the machine handle it, why should I spend my own time reading what they didn't bother to write?

                                • zimpenfish

                                  today at 6:14 AM

                                  I'm guessing the writing is AI-assisted (there's no fluidity and it has some weirdly placed phrases) but I see they're in Poland and likely not English-language first?