Identifying Computer-Generated Portraits: The Importance of Training and Incentives.

Abstract:

:The past two decades have seen remarkable advances in photo-realistic rendering of everything from inanimate objects to landscapes, animals, and humans. We previously showed that despite these tremendous advances, human observers remain fairly good at distinguishing computer-generated from photographic images. Building on these results, we describe a series of follow-up experiments that reveal how to improve observer performance. Of general interest to anyone performing psychophysical studies on Mechanical Turk or similar platforms, we find that observer performance can be significantly improved with the proper incentives.

journal_name

Perception

journal_title

Perception

authors

Mader B,Banks MS,Farid H

doi

10.1177/0301006617713633

subject

Has Abstract

pub_date

2017-09-01 00:00:00

pages

1062-1076

issue

9

eissn

0301-0066

issn

1468-4233

journal_volume

46

pub_type

杂志文章
  • A computational examination of image segmentation and the initial stages of human vision.

    abstract::A novel approach to the question of image segmentation is considered. Instead of relying on edge-detection mechanisms to encircle the image of an object, it is proposed that the general Gestalt-like properties of images of objects can be used. These manifest themselves as particularly simple properties at relatively c...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p230383

    authors: Watt R

    更新日期:1994-01-01 00:00:00

  • Orientation priming of novel shapes in the context of viewpoint-dependent recognition.

    abstract::Can visual similarity between shapes facilitate orientation priming? Five experiments are reported in which this possibility was explored by using novel two-dimensional shapes that formed homogeneous stimulus classes. After training on individual shapes in a canonical view, the recognition of these shapes was tested i...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p260051

    authors: Gauthier I,Tarr MJ

    更新日期:1997-01-01 00:00:00

  • An investigation of trained neural networks from a neurophysiological perspective.

    abstract::The application of theoretical neural networks to preprocessed images was investigated with the aim of developing a computational recognition system. The neural networks were trained by means of a back-propagation algorithm, to respond selectively to computer-generated bars and edges. The receptive fields of the train...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p180793

    authors: Moorhead IR,Haig ND,Clement RA

    更新日期:1989-01-01 00:00:00

  • A double neon colour illusion.

    abstract::A new visual illusion is presented. When two neon-coloured illusory bands overlap each other, the filling-in at the region of overlap is perceived as different from those of the overlapping bands, resulting in an additional illusory shape at the region of overlap. An experiment with ten naïve participants was performe...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p3118

    authors: von LR

    更新日期:2002-01-01 00:00:00

  • Visual processing of stimulus compounds in newborn infants.

    abstract::An experiment is described in which newborn infants' processing of stimulus compounds was investigated. After familiarization to two alternately presented stimuli which differed in colour and orientation, the newborns showed significant preferences for a stimulus which had a novel colour/orientation combination: the n...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p200029

    authors: Slater A,Mattock A,Brown E,Burnham D,Young A

    更新日期:1991-01-01 00:00:00

  • Change detection in complex scenes: hemispheric contribution and the role of perceptual and semantic factors.

    abstract::The perceptual salience and semantic relevance of objects for the meaning of a scene were evaluated with multiple criteria and then manipulated in a change-detection experiment that used an original combination of one-shot and tachistoscopic divided-visual-field paradigms to study behavioural hemispheric asymmetry. Co...

    journal_title:Perception

    pub_type: 杂志文章,随机对照试验

    doi:10.1068/p6524

    authors: Spotorno S,Faure S

    更新日期:2011-01-01 00:00:00

  • Stereomotion speed perception is contrast dependent.

    abstract::The effect of contrast on the perception of stimulus speed for stereomotion and monocular lateral motion was investigated for successive matches in random-dot stimuli. The familiar 'Thompson effect'--that a reduction in contrast leads to a reduction in perceived speed--was found in similar proportions for both binocul...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p3143

    authors: Brooks K

    更新日期:2001-01-01 00:00:00

  • Picture and pattern perception in the sighted and the blind: the advantage of the late blind.

    abstract::Two experiments are reported on the contribution of visual experience to tactile perception. In the first experiment, sighted, congenitally blind, and late blind individuals made tactual matches to tangible embossed shapes. In the second experiment, the same subjects attempted tactile identification of raised-line dra...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p180379

    authors: Heller MA

    更新日期:1989-01-01 00:00:00

  • Tangible pictures: viewpoint effects and linear perspective in visually impaired people.

    abstract::Perception of raised-line pictures in blindfolded-sighted, congenitally blind, late-blind, and low-vision subjects was studied in a series of experiments. The major aim of the study was to examine the value of perspective drawings for haptic pictures and visually impaired individuals. In experiment 1, subjects felt tw...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p3253

    authors: Heller MA,Brackett DD,Scroggs E,Steffen H,Heatherly K,Salik S

    更新日期:2002-01-01 00:00:00

  • Visual Percepts in the Cases of Binocular and Monocular Viewing Stabilized Test Objects, Ganzfeld Stimuli, and Prolonged Afterimages.

    abstract::A thorough analysis of the literature on retinal image stabilization, as well as our own experimental data, present evidence that Yarbus's concept, implying inevitable and irreversible fading of a visible image evoked by stabilized retinal stimulus of any size, color, and luminance in 1 to 3 s after its onset, is not ...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1177/0301006615594957

    authors: Rozhkova GI,Nikolaev PP

    更新日期:2015-01-01 00:00:00

  • Cognitive salience of haptic object properties: role of modality-encoding bias.

    abstract::The influence of modality-encoding bias on the relative importance ('cognitive salience') of object shape, size, and material, with the last determined by weight and thermal variations, was examined. Experiment 1 confirmed that for these stimulus objects all five properties were very accessible haptically, as measured...

    journal_title:Perception

    pub_type: 临床试验,杂志文章,随机对照试验

    doi:10.1068/p250983

    authors: Lederman SJ,Summers C,Klatzky RL

    更新日期:1996-01-01 00:00:00

  • Feature integration across parts in visual search.

    abstract::In the present study, participants searched for a conjunction of color and orientation either from the same part of an object (same-part display), or from different parts of an object (different-part display). While no difference was found between the two display conditions in single feature searches, conjunction sear...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p3431

    authors: Xu Y

    更新日期:2002-01-01 00:00:00

  • On interocular transfer of motion aftereffects.

    abstract::A brief history of quantitative assessments of interocular transfer (IOT) of the motion aftereffect (MAE) is presented. Recent research indicates that the MAE occurs as a consequence of adapting detectors for relative rather than retinal motion. When gratings above and below a stationary, fixated grating are moved in ...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p221365

    authors: Wade NJ,Swanston MT,de Weert CM

    更新日期:1993-01-01 00:00:00

  • What does second-order vision see in an image?

    abstract::The human visual system is sensitive to both first-order variations in luminance and second-order variations in local contrast and texture. Although there is some debate about the nature of second-order vision and its relationship to first-order processing, there is now a body of results showing that they are processe...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p2913

    authors: Schofield AJ

    更新日期:2000-01-01 00:00:00

  • Distortions of three-dimensional space in the perceptual analysis of motion and stereo.

    abstract::A fundamental issue in the study of human vision is the accuracy with which observers can perceive the three-dimensional structures of objects in the environment. The formal mapping from physical to perceived space is considered as a geometric transformation, and the literature is reviewed to identify which aspects of...

    journal_title:Perception

    pub_type: 杂志文章,评审

    doi:10.1068/p240075

    authors: Todd JT,Tittle JS,Norman JF

    更新日期:1995-01-01 00:00:00

  • Do You Hear More Piano or Drum Sounds? An Auditory Version of the Solitaire Illusion.

    abstract::The solitaire illusion is an illusion of numerosity proposed by Frith and Frith. In the original version, an apparent number of elements was determined by the spatial arrangement of two kinds of elements (black and white marbles). In our study, an auditory version of the solitaire illusion was demonstrated. Participan...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1177/0301006616672580

    authors: Prpic V,Luccio R

    更新日期:2016-12-01 00:00:00

  • Perceptual compromise between apparent and veridical motion indices: the unchained-dots illusion.

    abstract::A new motion illusion based on dot-trajectory misperception is presented. The illusory effect can not be explained by the aperture problem unlike some previous illusions characterised by misperception of motion direction. We propose an explanation in terms of 'perceptual compromise' between an original type of apparen...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p6678

    authors: Gori S,Giora E,Stubbs DA

    更新日期:2010-01-01 00:00:00

  • Seeing the disappearance of unseen objects.

    abstract::Because of the massive amount of incoming visual information, perception is fundamentally selective. We are aware of only a small subset of our visual input at any given moment, and a great deal of activity can occur right in front of our eyes without reaching awareness. While previous work has shown that even salient...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p5341no

    authors: Mitroff SR,Scholl BJ

    更新日期:2004-01-01 00:00:00

  • Learning to see stereokinetic effects.

    abstract::The Saturn illusion is a stereokinetic effect that occurs when a flat pattern composed of a full ellipse with two symmetrical semirings is rotated slowly in the frontoparallel plane. Subjects report seeing an egg-shaped object inserted into a circular ring, and the two objects move solidly into 3-D space as a single r...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p160187

    authors: Bressan P,Vallortigara G

    更新日期:1987-01-01 00:00:00

  • Points of view: where do we look when we watch TV?

    abstract::How is our gaze dispersed across the screen when watching television? An exploratory eyetracker study with a custom-designed show indicated a very strong center-of-screen bias with gaze points following a roughly normal distribution peaked near screen center. Examining the show across time revealed that people were ra...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p6253

    authors: Brasel SA,Gips J

    更新日期:2008-01-01 00:00:00

  • The AMBEGUJAS phenomenon and colour constancy.

    abstract::The AMBEGUJAS phenomenon is a reversible flat figure that is spontaneously shifting between two apparent 3-D shapes-'tile' and 'roof'. 2-D perceptions have very rarely been reported. Tied to the shifts between the tile and roof shapes are remarkable changes of perceived colour. In our example, the tile appears to have...

    journal_title:Perception

    pub_type: 杂志文章,评审

    doi:10.1068/p5126

    authors: Bergström SS

    更新日期:2004-01-01 00:00:00

  • Motion parallax: effects of blur, contrast, and field size in normal and low vision.

    abstract::Can people with different forms of low vision use motion parallax to improve depth judgments? We used a staircase method to compare depth thresholds using motion parallax and static viewing. We tested eighteen normal-vision subjects with a range of simulated deficits in acuity, contrast sensitivity, and simulated peri...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p261529

    authors: Jobling JT,Mansfield JS,Legge GE,Menge MR

    更新日期:1997-01-01 00:00:00

  • Pattern evoked average EEG potentials and dichoptic visual percepts.

    abstract::Monocular xenon flashes were used to evoke average EEG potentials while blank, dot or grid targets were shown simmultaneously in ten dichoptic stimulus conditions, either continuously illuminated (added to the flashes, or contraocularly), or presented only by the flashes. Mean evoked-EEG-potential waveforms over repea...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p060077

    authors: Lehmann D

    更新日期:1977-01-01 00:00:00

  • Philosophy, perception, and neuroscience.

    abstract::This paper presents the results of some recent experiments in neuroscience and perceptual science that reveal the role of virtual reality in normal visual perception, and the use of television technology by the visual brain. This involves particularly the cholinergic system in the forebrain. This research throws new l...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p6025

    authors: Smythies J

    更新日期:2009-01-01 00:00:00

  • Perceptions of depth elicited by occluded and shearing motions of random dots.

    abstract::A computer-controlled display of random dots was used to study perceptions of depth. In this display, a field of stationary random dots surrounded a rectangular area in which random dots moved with uniform velocity in a single direction. The boundaries of this rectangle did not move. When dot motion was perpendicular ...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p170289

    authors: Royden CS,Baker JF,Allman J

    更新日期:1988-01-01 00:00:00

  • Ouch! My phantom leg jumps/hurts when you stab "my" virtual hand.

    abstract::Pain synaesthetes experience pain in a presensitised region when observing or imagining another person in pain. We conducted an upper-limb embodiment study using a modified rubber-hand illusion in which lower-limb amputees originally participated as control subjects for the upper-limb amputees. While we found all subj...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p6582

    authors: Giummarra MJ,Fitzgibbon BM,Georgiou-Karistianis N,Nicholls ME,Gibson SJ,Bradshaw JL

    更新日期:2010-01-01 00:00:00

  • Drawing the line: how people with autism copy line drawings of three-dimensional objects.

    abstract::It is purported that the local perceptual style characteristic of those with autism results in them reproducing line drawings in a more localised manner than comparison individuals. Here we report an exception to this: the drawing strategies of those with autism were more global. When reproducing line drawings depicti...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p6449

    authors: Sheppard E,Ropar D,Mitchell P

    更新日期:2009-01-01 00:00:00

  • Large systematic deviations in the haptic perception of parallelity.

    abstract::Recently, Kappers and Koenderink (1999 Perception 28 781-795) showed that what subjects haptically perceive as parallel often deviates greatly from what is actually physically parallel. In their experiment, subjects had to rotate a test bar in such a way that it felt as though it was parallel to a reference bar. Their...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p281001

    authors: Kappers AM

    更新日期:1999-01-01 00:00:00

  • Accuracy and consistency of absolute pitch.

    abstract::The accuracy and consistency of absolute pitch (AP) judgments have been measured on three subjects in two longitudinal studies separated by twenty years. The drifts and cyclical variations observed in the earlier study still persisted, and an investigation of two other subjects, one of whom was first studied forty yea...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p220113

    authors: Wynn VT

    更新日期:1993-01-01 00:00:00

  • The 'ecological' probability density function for linear optic flow: implications for neurophysiology.

    abstract::A theoretical analysis of the recovery of shape from optic flow highlights the importance of the deformation components; however, pure deforming stimuli elicit few responses from flow-sensitive neurons in the medial superior temporal (MST) area of the cerebral cortex. This finding has prompted the conclusion that MST ...

    journal_title:Perception

    pub_type: 杂志文章

    doi:10.1068/p2807

    authors: Ivins J,Porrill J,Frisby J,Orban G

    更新日期:1999-01-01 00:00:00