Now your dataset has short video clips of faces showing an e…

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Nоw yоur dаtаset hаs shоrt video clips of faces showing an expression transition (e.g., neutral → smile). Some clips are shot in low-light conditions. You attempt: GAN to brighten or color-correct frames, AE for further denoising or super-resolution, CNN (or 3D CNN) for expression classification across frames. After some usage, you realize certain frames come out “over-bright” or “washed out.” --- XYZ

Questiоns 1 - 9 аre bаsed оn the fоllowing pаssage.           The eyes themselves can send several kinds of messages. Meeting someone's glance with your eyes is usually a sign of involvement, whereas looking away often signals a desire to avoid contact. This is whysolicitors on the street – panhandlers (beggars), salespeople, petitioners -- try to catch our eye. Once they've managed to establish contact with a glance, it becomes harder for the approached person to draw away. Most of us remember trying to avoid a question we didn't understand by glancing away from the teacher. At times like these we usually became very interested in our textbooks, fingernails, the clock -- anything but the teacher's stare. Of course, the teacher always seemed to know the meaning of this nonverbal behavior, and ended up calling on those of us who signaled our uncertainty.         Another kind of message the eyes communicate is a positive or negative attitude. When someoneglances toward us with the proper facial expression, we get a clear message that the looker is interested in us -- hence the expression "making eyes." At the same time, when our long glances toward someone else are avoided by that person, we can be pretty sure that the other person isn't as interested in us as we are in him or her. (Of course, there are all sorts of courtship games in which the receiver of a glance pretends not to notice any message by glancing away, yet signals interest with some other part of the body.)        The eyes communicate both dominance and submission. We've all played the game of trying to staresomebody down, and in real life there are also times when downcast eyes are a sign of giving in. In somereligious orders, for example, subordinate members are expected to keep their eyes downcast when addressing a superior. The word solicitors in the first paragraph means