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Re:Amazon launches Halo: tracks activity, body fat, emotions by modo_ on Thursday August 27, 2020 @06:22PM (#24299366)
The state of the art [1] for body fat estimation using depth sensing is actually quite good (R2 value of 0.78).

The hard part will be accurately extracting the anthropometric features from the front/side/back images that Halo captures. There's a chance they would initially launch an iPhone only app and leverage the face scanning depth sensor.

[1] https://www.nature.com/articles/s41430-020-0603-x

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