认知偏差影响模拟面部识别搜索中的感知和决策
Cecelia K Stewart1, Jeff Kukucka1
1Department of Psychology, Towson University, Towson, MD 21252, USA.
Behavioral sciences (Basel, Switzerland)
|August 28, 2025
概括
认知偏见影响面部识别技术在刑事调查中的使用. 参与者错误地根据随机的指责信息或高信心得分识别了嫌疑人, 这凸显了需要采取保障措施.
科学领域:
- 认知心理学
- 法医科学
- 生物识别
背景情况:
- 认知偏差可能导致法医模式分析的错误.
- 面部识别技术 (FRT) 越来越多地用于刑事调查.
- 认知偏差对FRT准确性的影响尚未完全理解.
研究的目的:
- 调查认知偏见,特别是上下文和自动化偏见,是否会阻碍使用FRT准确识别犯罪者.
- 确定外部信息或信任分数是否影响基于FRT的识别决策.
主要方法:
- 149名参与者完成了两个模拟FRT任务.
- 参与者将罪犯的探测图像与三个候选人相比较.
- 候选人的面孔被随机配对与内暗示的传记信息或生物识别信心得分.
主要成果:
- 参与者更有可能将候选人视为犯罪者,
- 这些偏差细节是随机分配的,表明易受上下文和自动化偏差的影响.
- 当候选人与内暗示信息相关时, 错误识别最为频繁.
结论:
- 认知偏差,包括情境和自动化偏差,对面部识别技术在识别犯罪者的准确性产生重大影响.
- 该研究强调需要实施程序保障,以减轻刑事司法中FRT应用的认知偏见的影响.
- 确保FRT的公正应用对于维护刑事调查的完整性和防止错误识别至关重要.
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