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面向视障人士的图像增强:增强对视人脸识别的影响。

Image enhancement for the visually impaired: the effects of enhancement on face recognition.

作者信息

Peli E, Lee E, Trempe C L, Buzney S

机构信息

Schepens Eye Research Institute, Harvard Medical School, Boston, Massachusetts 02114.

出版信息

J Opt Soc Am A Opt Image Sci Vis. 1994 Jul;11(7):1929-39. doi: 10.1364/josaa.11.001929.

Abstract

Image enhancement has been shown to improve face recognition by visually impaired observers. We conducted three experiments in an effort to refine our understanding of the parameters leading to this effect. In experiment 1 we found that the band of spatial frequencies between 4 and 8 cycles/face is critical for face recognition. In experiment 2 we found that enhancement of these frequencies and the resulting image distortion actually reduced recognition performance for normal observers. Since the degradation of performance by low vision is larger than the effect of distortion, the enhancement that reduces performance for normal observers may still be beneficial for the visually impaired observer. Experiment 3 found that patients tend to prefer images enhanced at frequencies higher than the critical frequencies found in experiment 1. Such individually selected enhancement did not improve recognition in comparison with uniformly applied enhancement. The lack of an enhancement effect may be due to the small variability in enhancement frequencies selected by our subject population.

摘要

图像增强已被证明可以提高视力受损观察者的人脸识别能力。我们进行了三项实验,以努力完善我们对导致这种效果的参数的理解。在实验1中,我们发现每面部4至8个周期的空间频率带对人脸识别至关重要。在实验2中,我们发现这些频率的增强以及由此产生的图像失真实际上降低了正常观察者的识别性能。由于低视力导致的性能下降大于失真的影响,因此降低正常观察者性能的增强对视力受损观察者可能仍然有益。实验3发现,患者倾向于更喜欢在高于实验1中发现的临界频率的频率下增强的图像。与统一应用的增强相比,这种单独选择的增强并没有提高识别能力。缺乏增强效果可能是由于我们受试者群体选择的增强频率变化较小。

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