ORCA: A picture database of object–scene arrangements for cross-cultural and aging research

Bates, E., D’Amico, S., Jacobsen, T., Székely, A., Andonova, E., Devescovi, A., Herron, D., Ching Lu, C., Pechmann, T., Pléh, C., Wicha, N., Federmeier, K., Gerdjikova, I., Gutierrez, G., Hung, D., Hsu, J., Iyer, G., Kohnert, K., Mehotcheva, T. … Tzeng, O. (2003). Timed picture naming in seven languages. Psychonomic Bulletin & Review, 10(2), 344–380. https://doi.org/10.3758/BF03196494

Bates, D., Mächler, M., Bolker, B., & Walker, S. (2015). Fitting Linear Mixed-Effects Models using lme4. Journal of Statistical Software, 67(1), 48. https://doi.org/10.18637/jss.v067.i01

Ben-Shachar, M. S., Lüdecke, D., & Makowski, D. (2020). effectsize: Estimation of Effect Size Indices and Standardized Parameters. Journal of Open Source Software, 5(56), 2815. https://doi.org/10.21105/joss.02815

Borges, M. T., Fernandes, E. G., & Coco, M. I. (2020). Age-related differences during visual search: The role of contextual expectations and cognitive control mechanisms. Aging, Neuropsychology, and Cognition, 27(4), 489–516. https://doi.org/10.1080/13825585.2019.1632256

Brady, T. F., Konkle, T., Alvarez, G. A., & Oliva, A. (2008). Visual long-term memory has a massive storage capacity for object details. Proceedings of the National Academy of Sciences, 105(38), 14325–14329. https://doi.org/10.1073/pnas.0803390105

Bridger, E. K., Kursawe, A.-L., Bader, R., Tibon, R., Gronau, N., Levy, D. A., & Mecklinger, A. (2017). Age effects on associative memory for novel picture pairings. Brain Research, 1664, 102–115. https://doi.org/10.1016/j.brainres.2017.03.031

Brodeur, M. B., O’Sullivan, M., & Crone, L. (2017). The impact of image format and normative variables on episodic memory. Cogent Psychology, 4(1), 1328869. https://doi.org/10.1080/23311908.2017.1328869

Choi, I., Koo, M., & Choi, J. A. (2007). Individual differences in analytic versus holistic thinking. Personality and Social Psychology Bulletin, 33(5), 691–705. https://doi.org/10.1177/0146167206298568

Chua, H. F., Boland, J. E., & Nisbett, R. E. (2005). Cultural variation in eye movements during scene perception. Proceedings of the National Academy of Sciences, 102(35), 12629–12633. https://doi.org/10.1073/pnas.0506162102

Davenport, J. L. (2007). Consistency effects between objects in scenes. Memory & Cognition, 35(3), 393–401. https://doi.org/10.3758/BF03193280

Denkhaus, R., & Bös, M. (2012). How cultural is ‘cultural neuroscience’? Some comments on an emerging research paradigm. BioSocieties, 7(4), 433–458. https://doi.org/10.1057/biosoc.2012.30

Duñabeitia, J. A., Crepaldi, D., Meyer, A. S., New, B., Pliatsikas, C., Smolka, E., & Brysbaert, M. (2018). MultiPic: A standardized set of 750 drawings with norms for six European languages. Quarterly Journal of Experimental Psychology, 71(4), 808–816. https://doi.org/10.1080/17470218.2017.1310261

Evans, K., Rotello, C. M., Li, X., & Rayner, K. (2009). Scene perception and memory revealed by eye movements and receiver-operating characteristic analyses: Does a cultural difference truly exist? The Quarterly Journal of Experimental Psychology, 62(2), 276–285. https://doi.org/10.1080/17470210802373720

Field, A. P., Miles, J., & Field, Z. (2012). Discovering statistics using R. Sage.

Folstein, M. F., Folstein, S. E., & McHugh, P. R. (1975). “Mini-mental state”: A practical method for grading the cognitive state of patients for the clinician. Journal of Psychiatric Research, 12(3), 189–198. https://doi.org/10.1016/0022-3956(75)90026-6

Fox, J., & Weisberg, S. (2019). An R Companion to Applied Regression (3rd ed.). Sage.

Goh, J. (2010). Object-Scenes. Stimuli collection, PAL Stimuli Database. http://agingmind.utdallas.edu/stimuli/object-scenedb

Goto, S. G., Ando, Y., Huang, C., Yee, A., & Lewis, R. S. (2010). Cultural differences in the visual processing of meaning: Detecting incongruities between background and foreground objects using the N400. Social Cognitive and Affective Neuroscience, 5(2–3), 242–253. https://doi.org/10.1093/scan/nsp038

Goto, S. G., Yee, A., Lowenberg, K., & Lewis, R. S. (2013). Cultural differences in sensitivity to social context: Detecting affective incongruity using the N400. Social Neuroscience, 8(1), 63–74. https://doi.org/10.1080/17470919.2012.739202

Guez, J., & Lev, D. (2016). A picture is worth a thousand words? Not when it comes to associative memory of older adults. Psychology and Aging, 31(1), 37–41. https://doi.org/10.1037/pag0000069

Gutchess, A., & Huff, S. (2016). Cross-cultural differences in memory. In J. Y. Chiao, S.-C. Li, R. Seligman, & R. Turner (Eds.), The Oxford handbook of cultural neuroscience (pp. 155–169). Oxford University Press.

Han, S., & Ma, Y. (2014). Cultural differences in human brain activity: A quantitative meta-analysis. NeuroImage, 99, 293–300. https://doi.org/10.1016/j.neuroimage.2014.05.062

Harrell Jr., F. (2022). Hmisc: Harrell Miscellaneous. R package version 4.7-0. https://CRAN.R-project.org/package=Hmisc

Henrich, J., Heine, S. J., & Norenzayan, A. (2010). Most people are not WEIRD. Nature, 466(7302), 29–29. https://doi.org/10.1038/466029a

Hofstede, G. (2001). Culture’s consequences: Comparing values, behaviors, institutions, and organizations across nations (2nd ed.). Sage.

Huffer, V., Bader, R., & Mecklinger, A. (2022). Can the elderly take the action? – The influence of unitization induced by action relationships on the associative memory deficit. Neurobiology of Learning and Memory, 194, 107655. https://doi.org/10.1016/j.nlm.2022.107655

Jung, T.-P., Makeig, S., Westerfield, M., Townsend, J., Courchesne, E., & Sejnowski, T. J. (2000). Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects. Clinical Neurophysiology, 111(10), 1745–1758. https://doi.org/10.1016/S1388-2457(00)00386-2

Kay, M., Elkin, L., Higgins, J., & Wobbrock, J. (2021). ARTool: Aligned Rank Transform for Nonparametric Factorial ANOVAs. Zenondo. https://doi.org/10.5281/zenodo.594511

Kim, H., & Markus, H. R. (1999). Deviance or uniqueness, harmony or conformity? A cultural analysis. Journal of Personality and Social Psychology, 77(4), 785–800. https://doi.org/10.1037/0022-3514.77.4.785

Kitayama, S., Duffy, S., Kawamura, T., & Larsen, J. T. (2003). Perceiving an object and its context in different cultures: A cultural look at new look. Psychological Science, 14(3), 201–206. https://doi.org/10.1111/1467-9280.02432

Kitayama, S., King, A., Yoon, C., Tompson, S., Huff, S., & Liberzon, I. (2014). The Dopamine D4 Receptor Gene (DRD4) moderates cultural difference in independent versus interdependent social orientation. Psychological Science, 25(6), 1169–1177. https://doi.org/10.1177/0956797614528338

Ko, S.-G., Lee, T.-H., Yoon, H.-Y., Kwon, J.-H., & Mather, M. (2011). How does context affect assessments of facial emotion? The role of culture and age. Psychology and Aging, 26(1), 48–59. https://doi.org/10.1037/a0020222

Kuznetsova, A., Brockhoff, P. B., & Christensen, R. H. B. (2017). lmerTest Package: Tests in linear mixed effects models. Journal of Statistical Software, 82, 1–26. https://doi.org/10.18637/jss.v082.i13

Lang, P. J., & Bradley, M. M. (2005). International affective picture system (IAPS): Digitized photographs, instruction manual and affective ratings (Technical Report A-6). University of Florida, Gainesville, FL.

Lawrence, M. A. (2016). ez: Easy Analysis and Visualization of Factorial Experiments. R package version 4.4-0. https://CRAN.R-project.org/package=ez

Loftus, G. R., & Bell, S. M. (1975). Two types of information in picture memory. Journal of Experimental Psychology: Human Learning and Memory, 1(2), 103–113. https://doi.org/10.1037/0278-7393.1.2.103

Luck, S. J. (2014). An introduction to the event-related potential technique (2nd ed.). The MIT Press.

Masuda, T. (2017). Culture and attention: Recent empirical findings and new directions in cultural psychology. Social and Personality Psychology Compass, 11(12), e12363. https://doi.org/10.1111/spc3.12363

Masuda, T., & Nisbett, R. E. (2001). Attending holistically versus analytically: Comparing the context sensitivity of Japanese and Americans. Journal of Personality and Social Psychology, 81(5), 922–934. https://doi.org/10.1037/0022-3514.81.5.922

Masuda, T., Ellsworth, P. C., Mesquita, B., Leu, J., Tanida, S., & Van de Veerdonk, E. (2008). Placing the face in context: Cultural differences in the perception of facial emotion. Journal of Personality and Social Psychology, 94(3), 365–381. https://doi.org/10.1037/0022-3514.94.3.365

Mecklinger, A., & Bader, R. (2020). From fluency to recognition decisions: A broader view of familiarity-based remembering. Neuropsychologia, 146, 107527. https://doi.org/10.1016/j.neuropsychologia.2020.107527

Mecklinger, A., Kriukova, O., Mühlmann, H., & Grunwald, T. (2014). Cross-cultural differences in processing of architectural ranking: Evidence from an event-related potential study. Cognitive Neuroscience, 5(1), 45–53. https://doi.org/10.1080/17588928.2013.869740

Mickley Steinmetz, K. R., Sturkie, C. M., Rochester, N. M., Liu, X., & Gutchess, A. H. (2018). Cross-cultural differences in item and background memory: Examining the influence of emotional intensity and scene congruency. Memory, 26(6), 751–758. https://doi.org/10.1080/09658211.2017.1406119

Mohr, J., Seyfarth, J., Lueschow, A., Weber, J. E., Wichmann, F. A., & Obermayer, K. (2016). BOiS—Berlin Object in Scene Database: Controlled Photographic Images for Visual Search Experiments with Quantified Contextual Priors. Frontiers in Psychology, 7. https://doi.org/10.3389/fpsyg.2016.00749

Navarro, D. J. (2015). Learning statistics with R: A tutorial for psychology students and other beginners. (Version 0.6). University of New South Wales. Sydney, Australia

Naveh-Benjamin, M. (2000). Adult age differences in memory performance: Tests of an associative deficit hypothesis. Journal of Experimental Psychology: Learning, Memory, and Cognition, 26(5), 1170–1187. https://doi.org/10.1037/0278-7393.26.5.1170

Naveh-Benjamin, M., & Mayr, U. (2018). Age-related differences in associative memory: Empirical evidence and theoretical perspectives. Psychology and Aging, 33(1), 1–6. https://doi.org/10.1037/pag0000235

Naveh-Benjamin, M., Hussain, Z., Guez, J., & Bar-On, M. (2003). Adult age differences in episodic memory: Further support for an associative-deficit hypothesis. Journal of Experimental Psychology: Learning, Memory, and Cognition, 29(5), 826–837. https://doi.org/10.1037/0278-7393.29.5.826

Nisbett, R. E. (2003). The geography of thought: How Asians and Westerners think differently ... and why. Free Press.

Nisbett, R. E., & Masuda, T. (2003). Culture and point of view. Proceedings of the National Academy of Sciences, 100(19), 11163–11170. https://doi.org/10.1073/pnas.1934527100

Öhlschläger, S., & Võ, M. L.-H. (2017). SCEGRAM: An image database for semantic and syntactic inconsistencies in scenes. Behavior Research Methods, 49(5), 1780–1791. https://doi.org/10.3758/s13428-016-0820-3

Old, S. R., & Naveh-Benjamin, M. (2008). Differential effects of age on item and associative measures of memory: A meta-analysis. Psychology and Aging, 23(1), 104–118. https://doi.org/10.1037/0882-7974.23.1.104

Palmer, S. E. (1975). The effects of contextual scenes on the identification of objects. Memory & Cognition, 3(5), 519–526. https://doi.org/10.3758/BF03197524

Park, D., & Gutchess, A. (2006). The Cognitive Neuroscience of Aging and Culture. Current Directions in Psychological Science, 15(3), 105–108. https://doi.org/10.1111/j.0963-7214.2006.00416.x

Park, D. C., Nisbett, R., & Hedden, T. (1999). Aging, Culture, and Cognition. The Journals of Gerontology: Series B, 54B(2), P75–P84. https://doi.org/10.1093/geronb/54B.2.P75

Pinheiro, J. C., & Bates, D. M. (2000). Mixed-Effects Models in S and S-PLUS. Springer.

R Core Team. (2022). R: A language and environment for statistical computing. R Foundation for Statistical Computing https://www.R-project.org/

Rossion, B., & Pourtois, G. (2004). Revisiting Snodgrass and Vanderwart’s object pictorial set: The role of surface detail in basic-level object recognition. Perception, 33(2), 217–236. https://doi.org/10.1068/p5117

Scariano, S. M., & Davenport, J. M. (1987). The effects of violations of independence assumptions in the one-way ANOVA. The American Statistician, 41(2), 123–129. https://doi.org/10.2307/2684223

Singelis, T. M. (1994). The measurement of independent and interdependent self-construals. Personality and Social Psychology Bulletin, 20(5), 580–591. https://doi.org/10.1177/0146167294205014

Singelis, T. M., & Sharkey, W. F. (1995). Culture, self-construal, and embarrassability. Journal of Cross-Cultural Psychology, 26(6), 622–644. https://doi.org/10.1177/002202219502600607

Snodgrass, J. G., & Vanderwart, M. (1980). A standardized set of 260 pictures: Norms for name agreement, image agreement, familiarity, and visual complexity. Journal of Experimental Psychology: Human Learning and Memory, 6(2), 174–215. https://doi.org/10.1037//0278-7393.6.2.174

Souza, C., Garrido, M. V., & Carmo, J. C. (2020). A Systematic Review of Normative Studies Using Images of Common Objects. Frontiers in Psychology, 11, 573314. https://doi.org/10.3389/fpsyg.2020.573314

Stark, S. M., Kirwan, C. B., & Stark, C. E. L. (2019). Mnemonic Similarity Task: A Tool for Assessing Hippocampal Integrity. Trends in Cognitive Sciences, 23(11), 938–951. https://doi.org/10.1016/j.tics.2019.08.003

Tabachnick, B. G., & Fidell, L. S. (2007). Using multivariate statistics (5th ed.). Pearson/Allyn & Bacon.

Varnum, M. E. W., Grossmann, I., Kitayama, S., & Nisbett, R. E. (2010). The origin of cultural differences in cognition: The social orientation hypothesis. Current Directions in Psychological Science, 19(1), 9–13. https://doi.org/10.1177/0963721409359301

Weigl, M., Pham, H. H., Mecklinger, A., & Rosburg, T. (2020). The effect of shared distinctiveness on source memory: An event-related potential study. Cognitive, Affective, & Behavioral Neuroscience, 20(5), 1027–1040. https://doi.org/10.3758/s13415-020-00817-1

Wickham, H., Averick, M., Bryan, J., Chang, W., McGowan, L. D., François, R., Grolemund, G., Hayes, A., Henry, L., Hester, J., Kuhn, M., Pedersen, T. L., Miller, E., Bache, S. M., Müller, K., Ooms, J., Robinson, D., Seidel, D. P., Spinu, V., … Yutani, H. (2019). Welcome to the Tidyverse. Journal of Open Source Software, 4(43), 1686. https://doi.org/10.21105/joss.01686

Wilcox, C. E., & Claus, E. D. (2017). The importance of standardization of stimuli for functional MRI tasks to evaluate substance use disorder pathology. The American Journal of Drug and Alcohol Abuse, 43(6), 625–627. https://doi.org/10.1080/00952990.2017.1299745

Wobbrock, J. O., Findlater, L., Gergle, D., & Higgins, J. J. (2011). The aligned rank transform for nonparametric factorial analyses using only ANOVA procedures. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, 143–146. https://doi.org/10.1145/1978942.1978963

Yoon, C., Hasher, L., Feinberg, F., Rahhal, T. A., & Winocur, G. (2000). Cross-cultural differences in memory: The role of culture-based stereotypes about aging. Psychology and Aging, 15(4), 694–704. https://doi.org/10.1037/0882-7974.15.4.694

Yoon, C., Feinberg, F., Luo, T., Hedden, T., Gutchess, A. H., Chen, H.-Y. M., Mikels, J. A., Jiao, S., & Park, D. C. (2004). A cross-culturally standardized set of pictures for younger and older adults: American and Chinese norms for name agreement, concept agreement, and familiarity. Behavior Research Methods, Instruments, & Computers, 36(4), 639–649. https://doi.org/10.3758/BF03206545

Zhang, Z. & Mai Y. (2022). WebPower: Basic and Advanced Statistical Power Analysis. R package version 0.7. https://CRAN.R-project.org/package=WebPower

Zhang, X., Fung, H. H., Stanley, J. T., Isaacowitz, D. M., & Zhang, Q. (2014). Thinking more holistically as we grow older? Results from different tasks in two cultures. Culture and Brain, 2(2), 109–121. https://doi.org/10.1007/s40167-014-0018-4

Zheng, Z., Li, J., Xiao, F., Broster, L. S., & Jiang, Y. (2015). Electrophysiological evidence for the effects of unitization on associative recognition memory in older adults. Neurobiology of Learning and Memory, 121, 59–71. https://doi.org/10.1016/j.nlm.2015.03.006