When less equals more: Probability summation without sensitivity improvement.

Many perceptual and cognitive tasks permit or require the integrated cooperation of specialized sensory channels, detectors, or other functionally separate units. In compound detection or discrimination tasks, 1 prominent general mechanism to model the combination of the output of different processing channels is probability summation. The classical example is the binocular summation model of Pirenne (1943), according to which a weak visual stimulus is detected if at least 1 of the 2 eyes detects this stimulus; as we review briefly, exactly the same reasoning is applied in numerous other fields. It is generally accepted that this mechanism necessarily predicts performance based on 2 (or more) channels to be superior to single channel performance, because 2 separate channels provide "2 chances" to succeed with the task. We argue that this reasoning is misleading because it neglects the increased opportunity with 2 channels not just for hits but also for false alarms and that there may well be no redundancy gain at all when performance is measured in terms of receiver operating characteristic curves. We illustrate and support these arguments with a visual detection experiment involving different spatial uncertainty conditions. Our arguments and findings have important implications for all models that, in one way or another, rest on, or incorporate, the notion of probability summation for the analysis of detection tasks, 2-alternative forced-choice tasks, and psychometric functions.

[1]  Robert Fox,et al.  The psychophysical inquiry into binocular summation , 1973 .

[2]  Kimron Shapiro,et al.  Direct measurement of attentional dwell time in human vision , 1994, Nature.

[3]  W. Schwarz,et al.  Diffusion, superposition, and the redundant-targets effect , 1994 .

[4]  R M Mulligan,et al.  Multimodal signal detection: Independent decisions vs. integration , 1980, Perception & psychophysics.

[5]  J. Robson,et al.  Spatial-frequency channels in human vision. , 1971, Journal of the Optical Society of America.

[6]  John H R Maunsell,et al.  A Strong Constraint to the Joint Processing of Pairs of Cortical Signals , 2012, The Journal of Neuroscience.

[7]  Robert J Summers,et al.  Neuronal convergence in early contrast vision: binocular summation is followed by response nonlinearity and area summation. , 2009, Journal of vision.

[8]  Yuji Takeda,et al.  Time course of the integration of spatial frequency-based information in natural scenes , 2010, Vision Research.

[9]  Alan R Palmer,et al.  First Spike Latency Code for Interaural Phase Difference Discrimination in the Guinea Pig Inferior Colliculus , 2011, The Journal of Neuroscience.

[10]  Jeff Miller,et al.  Divided attention: Evidence for coactivation with redundant signals , 1982, Cognitive Psychology.

[11]  Lawrence E Marks,et al.  Detecting gustatory-olfactory flavor mixtures: models of probability summation. , 2012, Chemical senses.

[12]  G. Collier Probability of response and intertrial association as functions of monocular and binocular stimulation. , 1954, Journal of experimental psychology.

[13]  J. Duncan The locus of interference in the perception of simultaneous stimuli. , 1980, Psychological review.

[14]  George A. Gescheider,et al.  Spatial summation in the tactile sensory system: Probability summation and neural integration , 2005, Somatosensory & motor research.

[15]  M. Fahle,et al.  Missed targets are more frequent than false alarms: a model for error rates in visual search. , 1997, Journal of experimental psychology. Human perception and performance.

[16]  N. Graham Visual Pattern Analyzers , 1989 .

[17]  Mandyam V. Srinivasan Ecology: When one eye is better than two , 1999, Nature.

[18]  R. Gnanadesikan,et al.  Probability plotting methods for the analysis of data. , 1968, Biometrika.

[19]  Mark W Greenlee,et al.  Multisensory processing of redundant information in go/no-go and choice responses , 2014, Attention, Perception, & Psychophysics.

[20]  P E King-Smith,et al.  The detection of gratings by independent activation of line detectors. , 1975, The Journal of physiology.

[21]  T. Meese,et al.  Probability summation for multiple patches of luminance modulation , 2000, Vision Research.

[22]  D. Laming Probability summation--a critique. , 2013, Journal of the Optical Society of America. A, Optics, image science, and vision.

[23]  R. Blake,et al.  Binocular reaction times to contrast increments , 1988, Vision Research.

[24]  Ray Meddis,et al.  The psychophysics of absolute threshold and signal duration: a probabilistic approach. , 2011, The Journal of the Acoustical Society of America.

[25]  P. Heil First-spike latency of auditory neurons revisited , 2004, Current Opinion in Neurobiology.

[26]  W. Prinzmetal,et al.  Vertical-horizontal illusion: One eye is better than two , 1993, Perception & psychophysics.

[27]  D Gur,et al.  A constrained formulation for the receiver operating characteristic (ROC) curve based on probability summation. , 2001, Medical physics.

[28]  David Alais,et al.  Discriminating Audiovisual Speed: Optimal Integration of Speed Defaults to Probability Summation When Component Reliabilities Diverge , 2009, Perception.

[29]  Binocular summation of subliminal repetitive visual stimulation. , 1960, American journal of ophthalmology.

[30]  R. Baddeley,et al.  Multisensory temporal order judgments: When two locations are better than one , 2003, Perception & psychophysics.

[31]  M. Stefano,et al.  Binocular interactions measured by choice reaction times in pigeons , 1987, Behavioural Brain Research.

[32]  P. Verghese Visual Search and Attention A Signal Detection Theory Approach , 2001, Neuron.

[33]  David Jaarsma,et al.  More on the Detection of One of M Orthogonal Signals , 1967 .

[34]  Preeti Verghese,et al.  The psychophysics of visual search , 2000, Vision Research.

[35]  Marilyn L Shaw,et al.  Attending to multiple sources of information: I. The integration of information in decision making , 1982, Cognitive Psychology.

[36]  Benedikt Zoefel,et al.  Modelling detection thresholds for sounds repeated at different delays , 2013, Hearing Research.

[37]  Ian P. Howard,et al.  Binocular Vision and Stereopsis , 1996 .

[38]  Binocular interaction and signal detection theory. , 1972, Vision research.

[39]  Janus J. Kulikowski,et al.  Neural basis of fundamental filters in vision (chapter 1 in: Boook edited by Buracas GT, Ruksenas O, Boynton GM, Albright TD, ISBN 1 58603 181 3) , 2003 .

[40]  D. Tolhurst,et al.  Reaction times in the detection of gratings by human observers: A probabilistic mechanism , 1975, Vision Research.

[41]  Bart Krekelberg,et al.  Summation of Visual Motion across Eye Movements Reflects a Nonspatial Decision Mechanism , 2010, The Journal of Neuroscience.

[42]  Guy Wallis,et al.  Flexible Resource Allocation for the Detection of Changing Visual Features , 2011, Perception.

[43]  M. Pirenne,et al.  Binocular and Uniocular Threshold of Vision , 1943, Nature.

[44]  J. Hanley,et al.  The meaning and use of the area under a receiver operating characteristic (ROC) curve. , 1982, Radiology.

[45]  D. Raab Statistical facilitation of simple reaction times. , 1962, Transactions of the New York Academy of Sciences.

[46]  W. Schwarz Do two eyes really see more than one , 1992 .

[47]  G F Meyer,et al.  The integration of auditory and visual motion signals at threshold , 2003, Perception & psychophysics.

[48]  H. Pashler,et al.  Improvement in line orientation discrimination is retinally local but dependent on cognitive set , 1992, Perception & psychophysics.

[49]  R. Duncan Luce,et al.  Response Times: Their Role in Inferring Elementary Mental Organization , 1986 .

[50]  Leland S Stone,et al.  Saccadic brightness decisions do not use a difference model. , 2013, Journal of vision.

[51]  Brian A. Wandell,et al.  Pooling peripheral information: Averages versus extreme values☆ , 1978 .

[52]  T E Cohn,et al.  Detection and recognition of visual targets. , 1985, Journal of the Optical Society of America. A, Optics and image science.

[53]  Eli Brenner,et al.  Better performance with two eyes than with one in stereo-blind subjects’ judgments of motion in depth , 2011, Vision Research.

[54]  D. Bamber The area above the ordinal dominance graph and the area below the receiver operating characteristic graph , 1975 .

[55]  W. Hart,et al.  Subthreshold Retinal Integration Shown in Low Contrast Flicker Measurements , 1959, Science.

[56]  A. Koriat,et al.  When Are Two Heads Better than One and Why? , 2012, Science.

[57]  J. Yellott The relationship between Luce's Choice Axiom, Thurstone's Theory of Comparative Judgment, and the double exponential distribution , 1977 .

[58]  N. Prins Texture modulation detection by probability summation among orientation-selective and isotropic mechanisms , 2008, Vision Research.

[59]  C. Tyler,et al.  Signal detection theory in the 2AFC paradigm: attention, channel uncertainty and probability summation , 2000, Vision Research.

[60]  Jacob Nachmias,et al.  On the psychometric function for contrast detection , 1981, Vision Research.

[61]  Neil A. Macmillan,et al.  Detection theory: A user's guide, 2nd ed. , 2005 .

[62]  Miguel P Eckstein,et al.  A unified bayesian observer analysis for set size and cueing effects on perceptual decisions and saccades. , 2012, Journal of vision.

[63]  R. Blake,et al.  Further developments in binocular summation , 1981, Perception & psychophysics.

[64]  J. P. Thomas,et al.  A signal detection model predicts the effects of set size on visual search accuracy for feature, conjunction, triple conjunction, and disjunction displays , 2000, Perception & psychophysics.

[65]  J. Robson,et al.  Grating summation in fovea and periphery , 1978, Vision Research.

[66]  J. M. Foley,et al.  Spatial attention: effect of position uncertainty and number of distractor patterns on the threshold-versus-contrast function for contrast discrimination , 1998 .

[67]  A. Watson Probability summation over time , 1979, Vision Research.