Perceptual Inference Task

A Perceptual Inference Task is an inference task that is a perceptual task.

• See: Visual Inference Task, Auditory Inference Task, Visual Object Recognition.

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References

2015

• (Patel et al., 2015) ⇒ Ankit B. Patel, Tan Nguyen, and Richard G. Baraniuk. (2015). “A Probabilistic Theory of Deep Learning.” In: arXiv:1504.00641 Journal.
  • QUOTE: A grand challenge in machine learning is the development of computational algorithms that match or outperform humans in perceptual inference tasks that are complicated by nuisance variation. For instance, visual object recognition involves the unknown object position, orientation, and scale in object recognition while speech recognition involves the unknown voice pronunciation, pitch, and speed.

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