V2EX ground-truth

Ground-Truth

定义 Definition

“ground-truth”(也常写作 ground truth)指“地面真值/真实参考数据”:用来作为对照标准的、被认为最接近客观真实的测量或标注数据。常用于机器学习、计算机视觉、遥感、统计评估等领域,用于训练、验证或评估模型结果是否准确。(在更口语的语境中也可引申为“事实真相/最终依据”。)

发音 Pronunciation

/rand truθ/

例句 Examples

The model’s accuracy was tested against the ground-truth labels.
模型的准确率是用地面真值标注来检验的。

Without reliable ground-truth data, it’s hard to judge whether the satellite map truly reflects changes on the ground.
如果没有可靠的地面真值数据,就很难判断卫星地图是否真实反映了地表变化。

词源 Etymology

该词源于“ground(地面、实地)+ truth(真相、真实)”。最初多用于遥感与测绘等场景,强调用“实地测量/实地调查”的数据来校验航空或卫星影像的解译结果;后来在机器学习与数据标注中广泛沿用,表示“作为标准答案的参考标注/真实观测”。

相关词 Related Words

文学与著作 Literary Works

  • Deep Learning(Ian Goodfellow, Yoshua Bengio, Aaron Courville)在监督学习与评估语境中常用“ground truth”指代真实标签。
  • Pattern Recognition and Machine Learning(Christopher M. Bishop)在分类/识别问题的评估讨论中常出现“ground truth”作为对照标签。
  • Computer Vision: A Modern Approach(David A. Forsyth, Jean Ponce)计算机视觉实验评测中常以“ground truth”表示人工标注或真实参照。
  • 多部遥感/地理信息系统(GIS)教材与论文中(如遥感精度评定章节)频繁使用“ground truth/ground-truth”指“地面实测真值”。
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