Visual Intelligence through Human Interaction
نویسندگان
چکیده
Over the last decade, Computer Vision, branch of Artificial Intelligence aimed at understanding visual world, has evolved from simply recognizing objects in images to describing pictures, answering questions about images, aiding robots maneuver around physical spaces, and even generating novel content. As these tasks applications have modernized, so too reliance on more data, either for model training or evaluation. In this chapter, we demonstrate that interaction strategies can enable new forms data collection evaluation Vision. First, present a crowdsourcing interface speeding up paid by an order magnitude, feeding data-hungry nature modern vision models. Second, explore method increase volunteer contributions using automated social interventions. Third, develop system ensure human generative models are reliable, affordable, grounded psychophysics theory. We conclude with future opportunities Human–Computer Interaction aid
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ژورنال
عنوان ژورنال: Human-computer interaction series
سال: 2021
ISSN: ['1571-5035', '2524-4477']
DOI: https://doi.org/10.1007/978-3-030-82681-9_9