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Felix A. Wichmann - Publications

Affiliations: 
Eberhard Karls Universität Tübingen, Tübingen, Baden-Württemberg, Germany 
Area:
Psychophysics, Vision, Statistics, Computational Modelling
Website:
http://www.wichmannlab.org
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Year Citation  Score
2023 Wichmann FA, Kornblith S, Geirhos R. Neither hype nor gloom do DNNs justice. The Behavioral and Brain Sciences. 46: e412. PMID 38054281 DOI: 10.1017/S0140525X23001711  0.779
2023 Huber LS, Geirhos R, Wichmann FA. The developmental trajectory of object recognition robustness: Children are like small adults but unlike big deep neural networks. Journal of Vision. 23: 4. PMID 37410494 DOI: 10.1167/jov.23.7.4  0.789
2023 Wichmann FA, Geirhos R. Are Deep Neural Networks Adequate Behavioral Models of Human Visual Perception? Annual Review of Vision Science. PMID 37001509 DOI: 10.1146/annurev-vision-120522-031739  0.8
2022 Flachot A, Akbarinia A, Schütt HH, Fleming RW, Wichmann FA, Gegenfurtner KR. Deep neural models for color classification and color constancy. Journal of Vision. 22: 17. PMID 35353153 DOI: 10.1167/jov.22.4.17  0.78
2020 Haghiri S, Wichmann FA, von Luxburg U. Estimation of perceptual scales using ordinal embedding. Journal of Vision. 20: 14. PMID 32955551 DOI: 10.1167/jov.20.9.14  0.322
2020 Meding K, Bruijns SA, Schölkopf B, Berens P, Wichmann FA. Phenomenal Causality and Sensory Realism. I-Perception. 11: 2041669520927038. PMID 32537119 DOI: 10.1177/2041669520927038  0.738
2019 Wallis TSA, Tobias S, Bethge M, Wichmann FA. Correction to: Detecting distortions of peripherally presented letter stimuli under crowded conditions. Attention, Perception & Psychophysics. PMID 31529209 DOI: 10.3758/S13414-019-01855-9  0.636
2019 Trukenbrod HA, Barthelmé S, Wichmann FA, Engbert R. Spatial statistics for gaze patterns in scene viewing: Effects of repeated viewing. Journal of Vision. 19: 5. PMID 31173630 DOI: 10.1167/19.6.5  0.636
2019 Wallis TS, Funke CM, Ecker AS, Gatys LA, Wichmann FA, Bethge M. Image content is more important than Bouma's Law for scene metamers. Elife. 8. PMID 31038458 DOI: 10.7554/Elife.42512  0.769
2019 Schütt HH, Rothkegel LOM, Trukenbrod HA, Engbert R, Wichmann FA. Disentangling bottom-up versus top-down and low-level versus high-level influences on eye movements over time. Journal of Vision. 19: 1. PMID 30821809 DOI: 10.1167/19.3.1  0.793
2019 Rothkegel LOM, Schütt HH, Trukenbrod HA, Wichmann FA, Engbert R. Searchers adjust their eye-movement dynamics to target characteristics in natural scenes. Scientific Reports. 9: 1635. PMID 30733470 DOI: 10.1038/S41598-018-37548-W  0.775
2019 Wallis TS, Funke CM, Ecker AS, Gatys LA, Wichmann FA, Bethge M. Author response: Image content is more important than Bouma’s Law for scene metamers Elife. DOI: 10.7554/Elife.42512.031  0.638
2019 Lang B, Aguilar G, Maertens M, Wichmann FA. The influence of observer lapses on maximum-likelihood difference scaling Journal of Vision. 19: 87b. DOI: 10.1167/19.10.87B  0.699
2019 Flachot AC, Schuett HH, Fleming RW, Wichmann F, Gegenfurtner KR. Color Constancy in Deep Neural Networks Journal of Vision. 19: 298. DOI: 10.1167/19.10.298  0.49
2019 Geirhos R, Rubisch P, Rauber J, Temme CRM, Michaelis C, Brendel W, Bethge M, Wichmann FA. Inducing a human-like shape bias leads to emergent human-level distortion robustness in CNNs Journal of Vision. 19: 209c. DOI: 10.1167/19.10.209C  0.76
2018 Schütt H, Rothkegel L, Trukenbrod H, Engbert R, Wichmann F. Predicting fixation densities over time from early visual processing Journal of Vision. 18: 1210. DOI: 10.1167/18.10.1210  0.771
2017 Rothkegel LOM, Trukenbrod HA, Schütt HH, Wichmann FA, Engbert R. Temporal evolution of the central fixation bias in scene viewing. Journal of Vision. 17: 3. PMID 29094148 DOI: 10.1167/17.13.3  0.787
2017 Schütt HH, Wichmann FA. An image-computable psychophysical spatial vision model. Journal of Vision. 17: 12. PMID 29053781 DOI: 10.1167/17.12.12  0.78
2017 Wallis TSA, Funke CM, Ecker AS, Gatys LA, Wichmann FA, Bethge M. A parametric texture model based on deep convolutional features closely matches texture appearance for humans. Journal of Vision. 17: 5. PMID 28983571 DOI: 10.1167/17.12.5  0.697
2017 Schütt HH, Rothkegel LOM, Trukenbrod HA, Reich S, Wichmann FA, Engbert R. Likelihood-Based Parameter Estimation and Comparison of Dynamical Cognitive Models. Psychological Review. PMID 28447811 DOI: 10.1037/Rev0000068  0.781
2017 Aguilar G, Wichmann FA, Maertens M. Comparing sensitivity estimates from MLDS and forced-choice methods in a slant-from-texture experiment. Journal of Vision. 17: 37. PMID 28135347 DOI: 10.1167/17.1.37  0.731
2017 A Wallis TS, Tobias S, Bethge M, Wichmann FA. Detecting distortions of peripherally presented letter stimuli under crowded conditions. Attention, Perception & Psychophysics. PMID 28054276 DOI: 10.3758/S13414-016-1245-X  0.677
2017 Wichmann FA, Janssen DHJ, Geirhos R, Aguilar G, Schütt HH, Maertens M, Bethge M. Methods and measurements to compare men against machines Electronic Imaging. 2017: 36-45. DOI: 10.2352/Issn.2470-1173.2017.14.Hvei-113  0.733
2017 Geirhos R, Janssen D, Schütt H, Bethge M, Wichmann F. Of Human Observers and Deep Neural Networks: A Detailed Psychophysical Comparison Journal of Vision. 17: 806. DOI: 10.1167/17.10.806  0.758
2017 Wallis T, Funke C, Ecker A, Gatys L, Wichmann F, Bethge M. Towards matching peripheral appearance for arbitrary natural images using deep features Journal of Vision. 17: 786. DOI: 10.1167/17.10.786  0.745
2017 Schütt H, Rothkegel L, Trukenbrod H, Engbert R, Wichmann F. Testing an Early Vision Model on Natural Image Stimuli Journal of Vision. 17: 783. DOI: 10.1167/17.10.783  0.791
2017 Rothkegel L, Schütt H, Trukenbrod H, Wichmann F, Engbert R. We know what we can see - peripheral visibility of search targets shapes eye movement behavior in natural scenes Journal of Vision. 17: 1120. DOI: 10.1167/17.10.1120  0.767
2016 Rothkegel LO, Trukenbrod HA, Schütt HH, Wichmann FA, Engbert R. Influence of initial fixation position in scene viewing. Vision Research. PMID 27771330 DOI: 10.1016/J.Visres.2016.09.012  0.789
2016 Jäkel F, Singh M, Wichmann FA, Herzog M. An Overview of Quantitative Approaches in Gestalt Perception. Vision Research. PMID 27353224 DOI: 10.1016/J.Visres.2016.06.004  0.78
2016 Jäkel F, Singh M, Wichmann F, Herzog M. Editorial. Vision Research. PMID 27317551 DOI: 10.1016/J.Visres.2016.06.001  0.751
2016 Mohr J, Seyfarth J, Lueschow A, Weber JE, Wichmann FA, Obermayer K. BOiS-Berlin Object in Scene Database: Controlled Photographic Images for Visual Search Experiments with Quantified Contextual Priors. Frontiers in Psychology. 7: 749. PMID 27242646 DOI: 10.3389/Fpsyg.2016.00749  0.371
2016 Schütt HH, Harmeling S, Macke JH, Wichmann FA. Painfree and accurate Bayesian estimation of psychometric functions for (potentially) overdispersed data. Vision Research. PMID 27013261 DOI: 10.1016/J.Visres.2016.02.002  0.778
2016 Wallis TS, Bethge M, Wichmann FA. Testing models of peripheral encoding using metamerism in an oddity paradigm. Journal of Vision. 16: 4. PMID 26968866 DOI: 10.1167/16.2.4  0.775
2016 Schott H, Wichmann F. An Image-Based Model for Early Visual Processing Journal of Vision. 16: 960. DOI: 10.1167/16.12.960  0.412
2016 Rothkegel L, Trukenbrod H, Schott H, Wichmann F, Engbert R. Reducing the central fixation bias: The influence of scene preview Journal of Vision. 16: 331. DOI: 10.1167/16.12.331  0.591
2016 Wallis T, Ecker A, Gatys L, Funke C, Wichmann F, Bethge M. Seeking summary statistics that match peripheral visual appearance using naturalistic textures generated by Deep Neural Networks Journal of Vision. 16: 230. DOI: 10.1167/16.12.230  0.76
2015 Betz T, Shapley R, Wichmann FA, Maertens M. Noise masking of White's illusion exposes the weakness of current spatial filtering models of lightness perception. Journal of Vision. 15: 1. PMID 26426914 DOI: 10.1167/15.14.1  0.696
2015 Aguilar G, Wichmann F, Maertens M. Comparing sensitivity estimates from MLDS and forced-choice methods in a slant-from-texture experiment. Journal of Vision. 15: 731. PMID 26326419 DOI: 10.1167/15.12.731  0.506
2015 Wallis T, Bethge M, Wichmann F. Metamers of the ventral stream revisited. Journal of Vision. 15: 554. PMID 26326242 DOI: 10.1167/15.12.554  0.775
2015 Schütt H, Harmeling S, Macke J, Wichmann F. Psignifit 4: Pain-free Bayesian Inference for Psychometric Functions. Journal of Vision. 15: 474. PMID 26326162 DOI: 10.1167/15.12.474  0.747
2015 Betz T, Shapley R, Wichmann FA, Maertens M. Testing the role of luminance edges in White's illusion with contour adaptation. Journal of Vision. 15: 14. PMID 26305862 DOI: 10.1167/15.11.14  0.671
2015 Maertens M, Wichmann FA, Shapley R. Context affects lightness at the level of surfaces. Journal of Vision. 15: 15.1.15. PMID 25589299 DOI: 10.1167/15.1.15  0.685
2015 Engbert R, Trukenbrod HA, Barthelmé S, Wichmann FA. Spatial statistics and attentional dynamics in scene viewing. Journal of Vision. 15: 15.1.14. PMID 25589298 DOI: 10.1167/15.1.14  0.629
2014 Fründ I, Wichmann FA, Macke JH. Quantifying the effect of intertrial dependence on perceptual decisions. Journal of Vision. 14. PMID 24944238 DOI: 10.1167/14.7.9  0.665
2014 Schütt HH, Harmeling S, Macke JH, Wichmann FA. Pain-free bayesian inference for psychometric functions F1000research. 5: 162-162. DOI: 10.1177/03010066140430S101  0.774
2013 Barthelmé S, Trukenbrod H, Engbert R, Wichmann F. Modeling fixation locations using spatial point processes. Journal of Vision. 13. PMID 24084942 DOI: 10.1167/13.12.1  0.612
2013 Goris RL, Putzeys T, Wagemans J, Wichmann FA. A neural population model for visual pattern detection. Psychological Review. 120: 472-96. PMID 23915083 DOI: 10.1037/a0033136  0.786
2013 Schönfelder VH, Wichmann FA. Identification of stimulus cues in narrow-band tone-in-noise detection using sparse observer models. The Journal of the Acoustical Society of America. 134: 447-63. PMID 23862820 DOI: 10.1121/1.4807561  0.339
2013 Maertens M, Wichmann FA. When luminance increment thresholds depend on apparent lightness. Journal of Vision. 13: 21. PMID 23729772 DOI: 10.1167/13.6.21  0.62
2013 Gerhard HE, Wichmann FA, Bethge M. How sensitive is the human visual system to the local statistics of natural images? Plos Computational Biology. 9: e1002873. PMID 23358106 DOI: 10.3389/Conf.Fncom.2012.55.00053  0.699
2012 Schönfelder VH, Wichmann FA. Sparse regularized regression identifies behaviorally-relevant stimulus features from psychophysical data. The Journal of the Acoustical Society of America. 131: 3953-69. PMID 22559369 DOI: 10.1121/1.3701832  0.384
2012 Putzeys T, Bethge M, Wichmann F, Wagemans J, Goris R. A new perceptual bias reveals suboptimal population decoding of sensory responses. Plos Computational Biology. 8: e1002453. PMID 22511853 DOI: 10.1371/journal.pcbi.1002453  0.778
2012 Frund I, Wichmann F, Macke J. Dealing with sequential dependencies in psychophysical data Journal of Vision. 12: 1143-1143. DOI: 10.1167/12.9.1143  0.627
2012 Rosas P, Wichmann FA. Cue Combination: Beyond Optimality Sensory Cue Integration. DOI: 10.1093/acprof:oso/9780195387247.003.0008  0.577
2011 Goris R, Putzeys T, Wagemans J, Wichmann F. A neural population model for pattern detection Journal of Vision. 11: 1165-1165. DOI: 10.1167/11.11.1165  0.763
2010 Macke JH, Wichmann FA. Estimating predictive stimulus features from psychophysical data: The decision image technique applied to human faces. Journal of Vision. 10: 22. PMID 20616129 DOI: 10.1167/10.5.22  0.683
2010 Wichmann FA, Drewes J, Rosas P, Gegenfurtner KR. Animal detection in natural scenes: critical features revisited. Journal of Vision. 10: 6.1-27. PMID 20465326 DOI: 10.1167/10.4.6  0.77
2010 Wichmann FA, Henning GB. Spatial-frequency tuning develops over time Journal of Vision. 9: 970-970. DOI: 10.1167/9.8.970  0.494
2010 Macke JH, Wichmann FA. Predicting psychophysical responses from stimulus features: A statistical evaluation of human gender categorization models Journal of Vision. 9: 519-519. DOI: 10.1167/9.8.519  0.665
2010 Wichmann F, Kienzle W, Scholkopf B, Franz M. Visual saliency re-visited: Center-surround patterns emerge as optimal predictors for human fixation targets Journal of Vision. 8: 635-635. DOI: 10.1167/8.6.635  0.303
2010 Drewes J, Wichmann FA, Gegenfurtner KR. Classification of natural scenes: Critical features revisited Journal of Vision. 6: 561-561. DOI: 10.1167/6.6.561  0.612
2010 Drewes J, Wichmann F, Gegenfurtner KR. Classification of natural scenes using global image statistics Journal of Vision. 5: 602-602. DOI: 10.1167/5.8.602  0.64
2010 Wichmann FA, Rosas P, Gegenfurtner KR. Rapid animal detection in natural scenes: Critical features are local Journal of Vision. 5: 376-376. DOI: 10.1167/5.8.376  0.7
2010 Maertens M, Wichmann FA. On the relationship between luminanc increment thresholds and apparent brightness Journal of Vision. 10: 424-424. DOI: 10.1167/10.7.424  0.536
2009 Goris RL, Wichmann FA, Henning GB. A neurophysiologically plausible population code model for human contrast discrimination. Journal of Vision. 9: 15. PMID 19761330 DOI: 10.1167/9.7.15  0.786
2009 Kienzle W, Franz MO, Schölkopf B, Wichmann FA. Center-surround patterns emerge as optimal predictors for human saccade targets. Journal of Vision. 9: 7.1-15. PMID 19757885 DOI: 10.1167/9.5.7  0.745
2009 Jäkel F, Schölkopf B, Wichmann FA. Does cognitive science need kernels? Trends in Cognitive Sciences. 13: 381-8. PMID 19729333 DOI: 10.1016/j.tics.2009.06.002  0.776
2008 Goris RL, Wagemans J, Wichmann FA. Modelling contrast discrimination data suggest both the pedestal effect and stochastic resonance to be caused by the same mechanism. Journal of Vision. 8: 17.1-21. PMID 19146300 DOI: 10.1167/8.15.17  0.776
2008 Jäkel F, Schölkopf B, Wichmann FA. Generalization and similarity in exemplar models of categorization: insights from machine learning. Psychonomic Bulletin & Review. 15: 256-71. PMID 18488638 DOI: 10.3758/PBR.15.2.256  0.777
2008 Jäkel F, Schölkopf B, Wichmann FA. Similarity, kernels, and the triangle inequality Journal of Mathematical Psychology. 52: 297-303. DOI: 10.1016/j.jmp.2008.03.001  0.776
2007 Rosas P, Wichmann FA, Wagemans J. Texture and object motion in slant discrimination: failure of reliability-based weighting of cues may be evidence for strong fusion. Journal of Vision. 7: 3. PMID 17685786 DOI: 10.1167/7.6.3  0.741
2007 Henning GB, Wichmann FA. Some observations on the pedestal effect. Journal of Vision. 7: 3. PMID 17461671 DOI: 10.1167/7.1.3  0.519
2007 Bethge M, Wiecki TV, Wichmann FA. The independent components of natural images are perceptually dependent Proceedings of Spie - the International Society For Optical Engineering. 6492. DOI: 10.1117/12.711133  0.616
2007 Jäkel F, Schölkopf B, Wichmann FA. A tutorial on kernel methods for categorization Journal of Mathematical Psychology. 51: 343-358. DOI: 10.1016/j.jmp.2007.06.002  0.769
2007 Kienzle W, Schölkopf B, Wichmann FA, Franz MO. How to find interesting locations in video: A spatiotemporal interest point detector learned from human eye movements Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 4713: 405-414.  0.691
2007 Laub J, MacKe J, Müller KR, Wichmann FA. Inducing metric violations in human similarity judgements Advances in Neural Information Processing Systems. 777-784.  0.669
2007 Kienzle W, Wichmann FA, Schölkopf B, Franz MO. A nonparametric approach to bottom-up visual saliency Advances in Neural Information Processing Systems. 689-696.  0.7
2006 Jäkel F, Wichmann FA. Spatial four-alternative forced-choice method is the preferred psychophysical method for naïve observers. Journal of Vision. 6: 1307-22. PMID 17209737 DOI: 10.1167/6.11.13  0.79
2006 Wichmann FA, Braun DI, Gegenfurtner KR. Phase noise and the classification of natural images. Vision Research. 46: 1520-9. PMID 16384589 DOI: 10.1016/j.visres.2005.11.008  0.519
2006 Graf AB, Wichmann FA, Bülthoff HH, Schölkopf B. Classification of faces in man and machine. Neural Computation. 18: 143-65. PMID 16354384 DOI: 10.1162/089976606774841611  0.337
2005 Kuss M, Jäkel F, Wichmann FA. Bayesian inference for psychometric functions. Journal of Vision. 5: 478-92. PMID 16097878 DOI: 10:1167/5.5.8  0.778
2005 Rosas P, Wagemans J, Ernst MO, Wichmann FA. Texture and haptic cues in slant discrimination: reliability-based cue weighting without statistically optimal cue combination. Journal of the Optical Society of America. a, Optics, Image Science, and Vision. 22: 801-9. PMID 15898539 DOI: 10.1364/JOSAA.22.000801  0.741
2005 Kammer T, Puls K, Strasburger H, Hill NJ, Wichmann FA. Transcranial magnetic stimulation in the visual system. I. The psychophysics of visual suppression. Experimental Brain Research. 160: 118-28. PMID 15368086 DOI: 10.1007/s00221-004-1991-1  0.318
2005 Wagemans J, Wichmann FA, Op De Beeck H. Visual perception I: Basic principles Handbook of Cognition. 3-47. DOI: 10.4135/9781848608177.n1  0.54
2005 Wichmann FA, Graf ABA, Simoncelli EP, Bülthoff HH, Schölkopf B. Machine learning applied to perception: Decision-images for gender classification Advances in Neural Information Processing Systems.  0.516
2004 Rosas P, Wichmann FA, Wagemans J. Some observations on the effects of slant and texture type on slant-from-texture. Vision Research. 44: 1511-35. PMID 15126062 DOI: 10.1016/j.visres.2004.01.013  0.749
2003 Gegenfurtner KR, Braun DI, Wichmann FA. The importance of phase information for recognizing natural images Journal of Vision. 3: 519a. DOI: 10.1167/3.9.519  0.48
2003 Rosas P, Wichmann FA, Ernst MO, Wagemans J. Texture and haptic cues in slant discrimination: Measuring the effect of texture type on cue combination Journal of Vision. 3: 26a. DOI: 10.1167/3.12.26  0.729
2002 Bird CM, Henning GB, Wichmann FA. Contrast discrimination with sinusoidal gratings of different spatial frequency. Journal of the Optical Society of America. a, Optics, Image Science, and Vision. 19: 1267-73. PMID 12095194 DOI: 10.1364/Josaa.19.001267  0.554
2002 Henning GB, Bird CM, Wichmann FA. Contrast discrimination with pulse trains in pink noise. Journal of the Optical Society of America. a, Optics, Image Science, and Vision. 19: 1259-66. PMID 12095193 DOI: 10.1364/Josaa.19.001259  0.512
2002 Wichmann FA, Sharpe LT, Gegenfurtner KR. The contributions of color to recognition memory for natural scenes. Journal of Experimental Psychology. Learning, Memory, and Cognition. 28: 509-20. PMID 12018503 DOI: 10.1037//0278-7393.28.3.509  0.504
2002 Rosas P, Wichmann FA, Wagemans J. Surface-slant-from-texture discrimination: Effects of slant level and texture type Journal of Vision. 2: 300a. DOI: 10.1167/2.7.300  0.72
2002 Henning GB, Wichmann FA, Bird CM. Pulse train detection and discrimination in pink noise Journal of Vision. 2: 229a. DOI: 10.1167/2.7.229  0.498
2002 Ernst M, Banks M, Wichmann F, Maloney L, Buelthoff H. Combining sensory information to improve visualization Proceedings of the Ieee Visualization Conference. 571-574.  0.66
2001 Wichmann FA, Willems B, Rosas P, Wagemans J. Perception of planar shapes in depth Journal of Vision. 1: 176a. DOI: 10.1167/1.3.176  0.728
1998 Gegenfurtner KR, Wichmann FA, Sharpe LT. The contribution of color to visual memory in X-chromosome-linked dichromats. Vision Research. 38: 1041-5. PMID 9666985 DOI: 10.1016/S0042-6989(97)00200-9  0.526
1998 Wichmann FA, Henning GB. No role for motion blur in either motion detection or motion-based image segmentation. Journal of the Optical Society of America. a, Optics, Image Science, and Vision. 15: 297-306. PMID 9457789  0.473
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