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Human memory is notoriously unreliable. Even people with the sharpest facial-
Human memory is notoriously unreliable. Even people with the sharpest facial-
游客
2023-08-08
57
管理
问题
Human memory is notoriously unreliable. Even people with the sharpest facial-recognition skills can only remember so much.
It’ s tough to quantify how good a person is at remembering. No one really knows how many different faces someone can recall, for example, but various estimates tend to hover in the thousands—based on the number of acquaintances a person might have.
Machines aren’ t limited this way. Give the right computer a massive database of faces, and it can process what it sees—then recognize a face it’ s told to find—with remarkable speed and precision. This skill is what supports the enormous promise of facial-recognition software in the 21st century. It’ s also what makes contemporary surveillance systems so scary.
The thing is, machines still have limitations when it comes to facial recognition. And scientists are only just beginning to understand what those constraints are. To begin to figure out how computers are struggling, researchers at the University of Washington created a massive database of faces—they call it MegaFace—and tested a variety of facial-recognition algorithms (算法) as they scaled up in complexity. The idea was to test the machines on a database that included up to 1 million different images of nearly 700,000 different people—and not just a large database featuring a relatively small number of different faces, more consistent with what’s been used in other research.
As the databases grew, machine accuracy dipped across the board. Algorithms that were right 95% of the time when they were dealing with a 13,000-image database, for example, were accurate about 70% of the time when confronted with 1 million images. That’ s still pretty good, says one of the researchers, Ira Kemelmacher-Shlizerman. " Much better than we expected," she said.
Machines also had difficulty adjusting for people who look a lot alike—either doppelgangers (长相极相似的人) , whom the machine would have trouble identifying as two separate people, or the same person who appeared in different photos at different ages or in different lighting, whom the machine would incorrectly view as separate people.
"Once we scale up, algorithms must be sensitive to tiny changes in identities and at the same time invariant to lighting, pose, age," Kemelmacher-Shlizerman said.
The trouble is, for many of the researchers who ’ d like to design systems to address these challenges, massive datasets for experimentation just don’ t exist—at least, not in formats that are accessible to academic researchers. Training sets like the ones Google and Facebook have are private. There are no public databases that contain millions of faces. MegaFace’ s creators say it’ s the largest publicly available facial-recognition dataset out there.
" An ultimate face recognition algorithm should perform with billions of people in a dataset," the researchers wrote. [br] Why did researchers create MegaFace?
选项
A、To enlarge the volume of the facial-recognition database.
B、To increase the variety of facial-recognition software.
C、To understand computers’ problems with facial recognition.
D、To reduce the complexity of facial-recognition algorithms.
答案
C
解析
细节题。原文第四段第三句话指出,为了找出电脑识别人脸的困难所在,华盛顿大学的研究人员创造了一个他们称之为MegaFace的巨大的人脸数据库,通过增加复杂性来测试各种人脸识别算法。由此可知,研究人员创造MegaFace的目的是为了发现电脑在人脸识别时可能犯的错误,即存在的一些问题,故答案为C。A项答非所问,这并不是创造MegaFace的目的,故排除。B、D两项原文均未提及,故排除。
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