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Method and experiments of subliminal cueing for real-world images

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Abstract

Unconscious attention shift triggered by a subliminal cue has been shown to be automatic; however, whether it can be brought into effect for images of real-world scenes remains to be investigated. We present a subliminal cueing method that flashes briefly a visual cue before presenting a real-world image to the viewer. The effectiveness of the method is verified by experiments using three types of cues (spatial cue, face cue, and object cue) of varied durations. Results show that depending on the cue type, the viewer’s visual attention is directed to the cued visual hemifield or the cued location without engaging the viewer’s awareness. The experiments demonstrate that a brief subliminal cue presented prior to the color image of a real-world complex scene can attract human visual attention. The method is useful for many applications that require efficient, unresisting attention shift to a target image area.

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References

  1. Alexander G, Huth L, Nishimoto S, An T, Jack LG (2012) A continuous semantic space describes the representation of thousands of object and action categories across the human brain. Neuron 76(6):1210–1224

    Article  Google Scholar 

  2. Alvarez GA, Cavanagh P (2005) Independent resources for attentional tracking in the left and right visual hemifields. Psychol Sci 16(8):637–643

    Article  Google Scholar 

  3. Blanchfied A, Hardy J, Samuele M (2014) Non-conscious visual cues related to affect and action alter perception of effort and endurance performance. Front Hum Neurosci 8(1):1–16

    Google Scholar 

  4. Burnette KE, d’Avossa G, Sapir A (2013) Matching cue size and task properties in exogenous attention. Q J Exp Psychol 66(12):2363–2375

    Article  Google Scholar 

  5. Busse L, Katzner S, Treue S (2006) Spatial and feature-based effects of exogenous cueing on visual motion processing. Vis Res 46(13):2019–2027

    Article  Google Scholar 

  6. Chalfoun P, Frasson C (2011) Subliminal cues while teaching: HCI technique for enhanced learning. Advances in Human-Computer Interaction, article ID 968753 1–15

  7. Chou WL, Yeh SL (2008) Location- and object-based inhibition of return are affected by different kinds of working memory. Q J Exp Psychol 61:1761–1768

    Article  Google Scholar 

  8. Chou WL, Yeh SL (2011) Subliminal spatial cues capture attention and strengthen between-object link. Conscious Cogn 20:1265–1271

    Article  Google Scholar 

  9. Chou WL, Yeh SL (2012) Object-based attention occurs regardless of object awareness. Psychon Bull Rev 19(2):225–231

    Article  Google Scholar 

  10. Creative Commons (2012) Flicker: creative commons. http://www.flickr.com/creativecommons/

  11. Culibrk D, Mirkovic M, Zlokolica V, Pokric M, Crnojevic V, Kukolj D (2001) Salient motion features for video quality assessment. IEEE Trans Image Process 20(4):948–958

    Article  MathSciNet  Google Scholar 

  12. Duc AH, Bays P, Husain M (2008) Eye movements as a probe of attention. Prog Brain Res 171:403–411

    Article  Google Scholar 

  13. Duncan J (1984) Selective attention and the organization of visual information. J Exp Psychol Gen 113:501–517

    Article  Google Scholar 

  14. Egly R, Driver J, Rafal RD (1994) Shifting visual attention between objects and locations: evidence from normal and parietal lesion subjects. J Exp Psychol Gen 123:161–176

    Article  Google Scholar 

  15. Fractal coding and analysis group (2009) Repository. http://links.uwaterloo.ca/Repository.html

  16. Free Stock Photos.com (2011) Free Stock Photos.com. http://freestockphotos.com/

  17. Fuller S, Park Y, Carrasco M (2009) Cue contrast modulates the effects of exogenous attention on appearance. Vis Res 49(14):1825–1837

    Article  Google Scholar 

  18. Gibson BS, Bryant TA (2005) Variation in cue duration reveals top-down modulation of involuntary orienting to uninformative symbolic cues. Percept Psychophys 67(5):749–758

    Article  Google Scholar 

  19. Groner R, Groner MT (1989) Attention and eye movement control: an overview. Eur Arch Psychiatry Neurol Sci 239(1):9–16

    Article  Google Scholar 

  20. Huang TH, Yang YH, Liao HI, Yeh SL, Chen HH (2012) Directing visual attention by subliminal cues. IEEE International Conference on Image Processing: 1081-1084

  21. Itti L, Dhavale N, Pighin F (2003) Realistic avatar eye and head animation using a neurobiological model of visual attention. Proc SPIE 48th Annu Int Symp Opt Sci Technol 5200:64–78

    Google Scholar 

  22. Jiang Y, Costello P, Fang F, Huang M, He S (2006) A gender- and sexual orientation-dependent spatial attentional effect of invisible images. Proc Natl Acad Sci USA 103(45):17048–17052

    Article  Google Scholar 

  23. Jim C, Philip MM (1984) Priming with and without awareness. Percept Psychophys 36(4):387–395

    Article  Google Scholar 

  24. Jin SM, Lee IB, Han JM, Seo JM, Park KS (2008) Context-based pixelization model for the artificial retina using saliency map and skin color detection algorithm. Proc. SPIE Human Vision and Electronic Imaging XIII 6806

  25. Jonides J (1981) Voluntary versus automatic control over the mind’s eye’s movement. In: Laong JB, Baddeley AD (eds) Attention and performance, 4th edn. Erlbaum, Hillsdale, pp 187–203

    Google Scholar 

  26. Judd T, Ehinger K, Durand F, Torralba A (2009) Learning to predict where humans look. Proc. IEEE 12th International Conference on Computer Vision 2106–2133

  27. Karremans JC, Stroebe W, Claus J (2006) Beyond vicary’s fantasies: the impact of subliminal priming and brand choice. J Exp Soc Psychol 42:792–798

    Article  Google Scholar 

  28. Kodak Lossless True Color Image Suite (1999) True color Kodak images. http://r0k.us/graphics/kodak/

  29. Lee WF, Huang TH, Yeh SL, Chen HH (2011) Learning based prediction of visual attention for video signals. IEEE Trans Image Process 20(11):3028–3038

    Article  MathSciNet  Google Scholar 

  30. Li H, Ngan KN (2008) Saliency model-based face segmentation and tracking in head-and-shoulder video sequences. J Vis Commun Image Represent 19(5):320–333

    Article  Google Scholar 

  31. Liao HI, Yeh SL (2011) Interaction between stimulus-driven orienting and top-down modulation in attentional capture. Acta Psychol 138:52–59

    Article  Google Scholar 

  32. Libet B (1985) Unconscious cerebral initiative and the role of conscious will in voluntary action. Behav Brain Sci 8:529–566

    Article  Google Scholar 

  33. Likert R (1932) A technique for the measurement of attitudes. Arch Psychol 26(140):1–55

    Google Scholar 

  34. Lo SY, Yeh SL (2008) Dissociation of processing time and awareness by the inattentional blindness paradigm. Conscious Cogn 17:1169–1180

    Article  Google Scholar 

  35. Maioli C, Benaglio I, Sosta S, Siri K, Cappa S (2001) The integration of parallel and serial processing mechanisms in visual search: evidence from eye movement recordings. Eur J Neurosci 13:364–372

    Google Scholar 

  36. Mcauliffe J, Prat J (2005) The role of temporal and spatial factors in the covert orienting of visual attention tasks. Psychological Research 69:285–291

    Article  Google Scholar 

  37. McCormick PA (1997) Orienting attention without awareness. J Exp Psychol Hum Percept Perform 23(1):168–180

    Article  Google Scholar 

  38. Mulckhuyse M, Talsma D, Theeuwes J (2007) Grabbing attention without knowing: automatic capture of attention by subliminal spatial cues. J VisCogn 15:779–788

    Google Scholar 

  39. Mulckhuyse M, Theeuwes J (2010) Unconscious attentional orienting to exogenous cues: a review of the literature. Acta Psychol 134(3):299–309

    Article  Google Scholar 

  40. Müller HJ, Rabbitt PM (1989) Reflexive and voluntary orienting of visual attention: time course of activation and resistance to interruption. J Exp Psychol Hum Percept Perform 15(2):315–330

    Article  Google Scholar 

  41. Nilsson M, Nordberg J, Claesson I (2007) Face detection using local SMQT features and split up snow classifier. Proc ICASSP 2:589–592

    Google Scholar 

  42. Posner MI (1980) Orienting of attention. Q J Exp Psychol 32:3–25

    Article  Google Scholar 

  43. Pratt J, Hillis J, Gold JM (2001) The effect of the physical characteristics of cues and targets on facilitation and inhibition. Psychon Bull Rev 8(3):489–495

    Article  Google Scholar 

  44. Reif F (2008) Applying cognitive science to education. The MIT Press, Cambridge

    Google Scholar 

  45. Ritter W (2011) Benefits of subliminal feedback loops in human-computer interaction. Adv Hum Comput Interact 2011(1):1–11

    Article  Google Scholar 

  46. Sebastiani M, Casagrande M, Martella D, Raffone A (2009) The effects of endogenous and exogenous spatial cueing in a sustained attention task. Cogn Process 10(2):302–304

    Article  Google Scholar 

  47. Soto D, Blanco MJ (2004) Spatial attention and object-based attention: a comparison within a single task. Vis Res 44:69–81

    Article  Google Scholar 

  48. Stockburger DW Two way ANOVA and interactions. http://www.psychstat.missouristate.edu/multibook/mlt09m.html

  49. Sun Database (2012) Scene understanding. http://groups.csail.mit.edu/vision/SUN/

  50. Tang CW, Chen CH, Yu YH, Tsai CJ (2006) Visual sensitivity guided bit allocation for video coding. IEEE Trans Multimedia 8(1):11–18

    Article  Google Scholar 

  51. Tatler BW (2007) The central fixation bias in scene viewing: selecting an optimal viewing position independently of motor biases and image feature distributions. J Vis 7(14):1–17

    Article  Google Scholar 

  52. The USC-SIPI Image Database (1999) SIPI image database. http://sipi.usc.edu/database/. Accessed 15 Nov 1999

  53. Theeuwes J (2010) Top-down and bottom-up control of visual selection. Acta Psychol 123:77–99

    Article  Google Scholar 

  54. Torralba A, Oliva A, Castelhano MS, Henderson JM (2006) Contextual guidance of eye movements and attention in real-world scenes: the role of global features in object search. Psychol Rev 113(4):766–786

    Article  Google Scholar 

  55. Trochim MK (2006) The T-test. http://www.socialresearchmethods.net/kb/stat_t.php. Accessed 20 Oct 2006

  56. Tsuchiya N, Koch C (2005) Continuous flash suppression reduces negative afterimages. Nat Neurosci 8(8):1096–1101

    Article  Google Scholar 

  57. Wang YS, Tai CL, Sorkine O, Lee TY (2008) Optimized scale-and-stretch for image resizing. ACM Trans Graph 27(5):1–8

    Article  Google Scholar 

  58. Wikimedia Foundation (2012). Analysis of variance. http://en.wikipedia.org/wiki/Analysis_of_variance. Accessed 5 Dec 2012

  59. Wikimedia Foundation (2012) Confidence interval. http://en.wikipedia.org/wiki/Confidence_interval. Accessed 28 Nov 2012

  60. Wikimedia Foundation (2013) Between-group Design. http://en.wikipedia.org/wiki/Between-group_design. Accessed 23 Apr 2013

  61. Wolfe JM, Horowitz TS (2004) What attributes guide the deployment of visual attention and how do they do it. Nat Rev Neurosci 5:1–7

    Article  Google Scholar 

  62. Yang YH, Yeh SL (2011) Accessing the meaning of invisible words. Conscious Cogn 20:223–233

    Article  Google Scholar 

  63. Yarbus AL (1967) Eye movements and vision. Plenum, New York

    Book  Google Scholar 

  64. Yeh SL, He S, Cavanagh P (2012) Semantic priming from crowded words. Psychol Sci 23(6):608–616

    Article  Google Scholar 

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Huang, TH., Yeh, SL., Yang, YH. et al. Method and experiments of subliminal cueing for real-world images. Multimed Tools Appl 74, 10111–10135 (2015). https://doi.org/10.1007/s11042-015-2804-1

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  • DOI: https://doi.org/10.1007/s11042-015-2804-1

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