%0 Journal Article %T Similarity Grouping as Feature %A Dian Yu %A Douglas K. Bemis %A Steven L. Franconeri %A Xiao Xiao %J Psychological Science %@ 1467-9280 %D 2019 %R 10.1177/0956797618822798 %X Across the natural world as well as the artificial worlds of maps, diagrams, and data visualizations, feature similarity (e.g., color and shape) links spatially separate areas into sets. Despite a century of study, it is yet unclear what mechanism underlies this gestalt similarity grouping. One recent proposal is that similarity grouping¡ªfor example, seeing a red, vertical, or square group¡ªis just global selection of those features. Although parsimonious, this account makes the counterintuitive prediction that similarity grouping is strictly serial: A green group cannot be constructed at the same time as a red group. We tested this prediction with a novel measure¡ªa grouping illusion within number-estimation tasks that should work only if participants simultaneously construct groups¡ªand found the strongest evidence yet in favor of serial feature-based attention (Ns = 14, 12, and 12 for Experiment 1, Experiment 2, and Experiment 3, respectively) %K grouping %K perceptual organization %K visual attention %K feature-based selection %K number estimation %K open data %K open materials %U https://journals.sagepub.com/doi/full/10.1177/0956797618822798