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That's a really important point about this not being a novel DNN, but I'm not sure how it addresses either of the main criticisms from the link I posted. The f
by claytonjy 9y ago
That's a really important point about this not being a novel DNN, but I'm not sure how it addresses either of the main criticisms from the link I posted.
The first is that claiming this methodology outperforms humans is unfair; there's no expectation that Turkers are particularly good at identifying sexuality from photographs, they haven't been able to train in a remotely analogous way, and there's no comparison to "experts" in orientation recognition (if those exist).
The second is that the authors of this study use the differences extracted by VGG-Face to claim support for PHT, despite not applying an appropriate statistical test to the differences in the features between groups. This is the bigger scientific misstep in my mind, the willingness to make a strong, apparently controversial claim (I'm not too familiar with PHT or its history) without properly validating it.
- dspoka 9y agoFor your second point, what in your opinion would be the right statistical test to apply?