Now your dataset has short video clips of faces showing an e…
Now your dataset has short 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.” — You’ve published a streaming app that can “clean up” people’s faces in real time and detect expressions. Some users claim it’s misrepresenting them by brightening or altering features. One constructive approach?
Now your dataset has short video clips of faces showing an e…
Questions
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.” --- You’ve published a streaming app that can “clean up” people’s faces in real time and detect expressions. Some users claim it’s misrepresenting them by brightening or altering features. One constructive approach?
Anоther sign stimulus, оf cоurse, is sound. A mаle bird’s song аttrаcts females and repels competitors. Thus, it acts as a signal to birds of the same species. Male grasshoppers also attract females with a song. The Ephippizer bitterensis, a grasshopper found along the Mediterranean coast of France, uses an organ borne on its back to produce a strident sound. Modified wing-like structures are scraped against each other to produce thissound, which is then amplified by a small shell. When females hear this sound, they scramble [move quickly] toward it, climbing over any obstacles that are in their way, and speeding up as they come close to their mates. Scientists who have studied the sound made by the Ephippizer bitterensis have found that the females respond to almost any sharp sound, even hand clapping. Copying the exact sound is not necessary; what matters is the sharpness and the quickness with which the sound is interrupted and resumed. The author mentions bird songs in the beginning in order to