V2EX ransac

RANSAC

释义 Definition

RANSAC(Random Sample Consensus,随机采样一致性)是一种鲁棒(抗离群点)模型估计方法:通过反复从数据中随机抽取少量样本来拟合模型,并用“有多少数据点与该模型一致(inliers)”来评估,最终选出最可信的模型。常用于回归、几何拟合、计算机视觉等场景。

发音 Pronunciation

/rn.sk/

例句 Examples

RANSAC helps fit a line even when some points are wrong.
RANSAC 可以在一些点是错误的情况下仍然拟合出一条直线。

In computer vision, we often use RANSAC to estimate a homography because feature matches usually contain many outliers.
在计算机视觉中,我们常用 RANSAC 来估计单应矩阵(homography),因为特征匹配通常包含大量离群点。

词源 Etymology

RANSAC 是一个缩略词,来自 Random Sample Consensus。该术语由 Fischler 和 Bolles 在 1981 年提出,用来描述一种“随机抽样 + 一致性检验”的模型拟合范式,核心思想是:只要离群点比例不太极端,就能通过多次随机抽样找到足够“干净”的样本集来得到可靠模型

相关词 Related Words

文献与著作 Literary / Notable Works

  • Fischler, M. A., & Bolles, R. C. (1981). Random Sample Consensus: A Paradigm for Model Fitting with Applications to Image Analysis and Automated Cartography(提出 RANSAC 的经典论文)
  • Hartley, R., & Zisserman, A. Multiple View Geometry in Computer Vision(多视图几何教材中频繁讨论 RANSAC 用于鲁棒估计)
  • Szeliski, R. Computer Vision: Algorithms and Applications(计算机视觉经典教材,介绍 RANSAC 及其应用)
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