Computer vision models have learned to identify objects in photos so accurately that some can outperform humans on some datasets. But when those same object detectors are turned loose in the real world, their performance noticeably drops, creating reliability concerns for self-driving cars and other safety-critical systems that use machine vision.
The road to commencement is a long one, especially for graduate students whose degree programs may take upwards of six years. There are many moments when focus may be lost and excitement may dwindle. Faculty mentors can play a key role in helping students persevere.
Cameras and computers together can conquer some seriously stunning feats. Giving computers vision has helped us fight wildfires in California, understand complex and treacherous roads — and even see around corners.