Re:mmWave radar, you won't see it coming
by visarga on Wednesday February 02, 2022 @04:07AM
(#30175350)
You can reconstruct the images with neural networks even if you have little signal to guide.
Re:mmWave radar, you won't see it coming
by akimball on Wednesday February 02, 2022 @12:55PM
(#30181220)
This is true in the sense that NNs offer a convenient way to estimate a distribution of hidden values conditionalized upon visible values. That is an approximation of what is usually understood by "a reconstruction". I would argue that a reconstruction per se would only include parts for which the credible interval could be systematically bounded within a suitable tolerance threshold.
If we limit the number of transmitters / receivers to 3/4, the image reconstruction becomes impossible, similar how you would not really make a real photo from a few color sensors stationary looking at a scene, while a linear array of them that moves around an object would make a perfect scanner. It's a non-ideal analogy, but the best I can offer.
1. http://mt-fedfiles.blogspot.com/p/tsa-frequency-updates.html
2. https://www.3dbodyscanning.org/cap/papers/2017/17263mcmakin....