Preprints & under review

  1. Storrs, K. R., Khaligh-Razavi, S.-M. & Kriegeskorte, N. (2020). Noise ceiling on the crossvalidated performance of reweighted models of representational dissimilarity: Addendum to Khaligh-Razavi & Kriegeskorte (2014). bioRxiv: 2020.03.23.003046 https://doi.org/10.1101/2020.03.23.003046

Peer Reviewed Journal Articles

  1. Storrs, K. R., Anderson, B.L. & Fleming, R. W. (in press). Unsupervised learning predicts human perception and misperception of gloss. Nature Human Behaviour. Preprint: bioRxiv: 2020.04.07.026120 https://www.biorxiv.org/content/10.1101/2020.04.07.026120v3

  2. Storrs, K. R., Kietzmann, T. C., Walther, A., Mehrer, J. & Kriegeskorte, N. (accepted). Diverse deep neural networks all predict human IT well, after training and fitting. Journal of Cognitive Neuroscience. Preprint: bioRxiv: 2020.05.07.082743. https://www.biorxiv.org/content/10.1101/2020.05.07.082743v1

  3. Storrs, K. R. & Fleming, R. W. (in press). Learning about the world by learning about images. Current Directions in Psychological Science

  4. Tsantani, M., Kriegeskorte, N., Storrs, K. R., Williams, A. L., McGettigan, C. & Garrido, L. (2021). FFA and OFA encode distinct types of face identity information. Journal of Neuroscience, 41(9), 1952-1969. https://doi.org/10.1523/JNEUROSCI.1449-20.2020

  5. Storrs, K. R. & Maiello, G. (2020) A model for neural network modelling in neuroscience: Journal Club commentary on Rideaux & Welchman (2020). Journal of Neuroscience 40(37):7010-7012. https://doi.org/10.1523/JNEUROSCI.1205-20.2020

  6. Fleming, R. W. & Storrs, K. R. (2019). Learning to see stuff. Current Opinions in Behavioral Sciences, 30, 100-108. https://doi.org/10.1016/j.cobeha.2019.07.004

  7. Jóźwik, K., Kriegeskorte, N., Storrs, K. R., & Mur, M. (2017). Deep convolutional neural networks outperform feature-based but not categorical models in explaining object similarity judgements. Frontiers in Psychology, 8, 1726. https://doi.org/10.3389/fpsyg.2017.01726

  8. Storrs, K. R. & Arnold, D. H. (2017). Shape adaptation exaggerates shape differences. Journal of Experimental Psychology: Human Perception and Performance, 43(1), 181-191. https://doi.org/10.1037/xhp0000292

  9. Kriegeskorte, N. & Storrs, K. R. (2016). Grid cells for conceptual spaces? Neuron, 92(2), 280-284. https://doi.org/10.1016/j.neuron.2016.10.006

  10. Pelekanos, V., Mur, M., & Storrs, K. R. (2016). Extracting object identity: ventral or dorsal visual stream? Journal of Neuroscience, 36(24), 6368-6370. https://doi.org/10.1523/JNEUROSCI.1102-16.2016

  11. Storrs, K. R. & Arnold, D. H. (2015). Face aftereffects involve local repulsion, not renormalization. Journal of Vision, 15(8), 1–18. https://doi.org/10.1167/15.8.1

  12. Storrs, K. R. (2015). Facial age aftereffects provide some evidence for local repulsion (but none for re-normalisation). i-Perception, 6(2), 100–103. https://doi.org/10.1068/i0725jc

  13. Storrs, K. R. (2015). Are high-level aftereffects perceptual? Frontiers in Psychology, 6(157), 1–4. https://doi.org/10.3389/fpsyg.2015.00157

  14. Storrs, K. R. & Arnold, D. H. (2015). Evidence for tilt normalization can be explained by anisotropic orientation sensitivity. Journal of Vision, 15(1), 1–11. https://doi.org/10.1167/15.1.26

  15. Greenaway, K. H., Storrs, K. R., Philipp, M. C., Louis, W. R., Hornsey, M. J., & Vohs, K. D. (2015). Loss of control stimulates approach motivation. Journal of Experimental Social Psychology, 56, 235–241. https://doi.org/10.1016/j.jesp.2014.10.009

  16. Spence, M., Storrs, K. R., & Arnold, D. H. (2014). Why the long face? the critical role of vertical configural relations in face ‘barcodes’ for recognition. Journal of Vision, 14(8), 1–12. https://doi.org/10.1167/14.10.574

  17. Storrs, K. R. & Arnold, D. H. (2013). Shape aftereffects reflect shape constancy operations: appearance matters. Journal of Experimental Psychology: Human Perception and Performance, 39(3), 616–622. https://doi.org/10.1167/14.10.137

  18. Storrs, K. R. & Arnold, D. H. (2012). Not all face aftereffects are equal. Vision Research, 64, 7–16. https://doi.org/10.1016/j.visres.2012.04.020

  19. Philipp, M. C., Storrs, K. R., & Vanman, E. J. (2012). Sociality of facial expressions in immersive virtual environments: a facial EMG study. Biological Psychology, 91(1), 17–21. https://doi.org/10.1016/j.biopsycho.2012.05.008

Peer Reviewed Conference Proceedings

  1. Storrs, K. R., Van Leuven, S., Kojder, S., Theis, L. & Huszár, F. (2018). Adaptive paired-comparison method for subjective video quality assessment on mobile devices. Proceedings of the 33rd Picture Coding Symposium, IEEE Signal Processing Society. https://doi.org/10.1109/PCS.2018.8456273

Book Chapters

  1. Storrs, K. R. & Kriegeskorte, N. (2020). Deep learning for cognitive neuroscience. In M. Gazzaniga (Ed.), The Cognitive Neurosciences (6th Edition). Boston: MIT Press.

  2. Greenaway, K., Philipp, M. C. & Storrs, K. R. (2017). The motivation for control: Loss of control promotes energy, action and effort. In M. Bukowski, I. Fritsche, A. Guinote, & M.Kofta (Eds.), Coping with Lack of Control in a Social World (Chap. 2, pp. 35–48). New York: Routledge.

Conference Presentations

  1. Storrs, K.R. & Fleming, R. W. (2021, May). Learning to see material from motion by predicting videos. Talk to be presented at the Virtual Vision Sciences Society Conference, USA.

  2. Maiello, G., Storrs, K.R., Quintus, A.J., & Fleming, R.W. (2021, May). Evolving visual representations from noise. Poster to be presented at the Virtual Vision Sciences Society Conference, USA.

  3. Jozwik, K.M^, O’Keeffe, J.^, Storrs, K.R.^, & Kriegeskorte, N. (2021, May). Facial similarity judgements are well predicted by image-computable DNNs and a statistical face distribution model. Poster to be presented at the Virtual Vision Sciences Society Conference, USA.

  4. Storrs, K.R., & Fleming, R.W. (2021, March). Unsupervised learning predicts both successes and failures of gloss constancy. Talk presentation at TeaP (Tagung experimentell arbeitender Psychologen (Conference of Experimental Psychologists)), Ulm, Germany.

  5. Maiello, G., Storrs, K.R., Quintus, A.J., & Fleming, R.W. (2021, March). Visualizing mental representations by evolving them from noise. Talk presentation at TeaP (Tagung experimentell arbeitender Psychologen (Conference of Experimental Psychologists)), Ulm, Germany.

  6. Garrido, L., Tsantani, M., Storrs, K. R., McGettigan, C., & Kriegeskorte, N. (2020, May). Distinct identity information encoded in FFA and OFA. Talk presentation at the Virtual Vision Sciences Society meeting, USA.

  7. Storrs, K. R. (2020, March). Unsupervised Learning Predicts Human Perception and Misperception of Specular Surface Reflectance. Contributed talk presented at the Neuromatch online computational neuroscience conference, 31st March 2020.

  8. Storrs, K. R. & Fleming, R. W. (2020, May: withdrawn after physical conference cancelled due to covid-19.). Learning to see gloss by predicting videos. Accepted for poster presentation at the Vision Sciences Society meeting, St Pete’s Beach, Florida.

  9. Garrido, L., Tsantani, M., Storrs, K. R., McGettigan, C., & Kriegeskorte, N. (2020, May: Conference cancelled due to covid-19). Distinct identity information encoded in FFA and OFA. Oral presentation at the Vision Sciences Society meeting, St Pete’s Beach, Florida.

  10. Storrs, K. R. (2019, October). Unsupervised learning of object material and shape from images and videos. Talk presented at the EPOS Symposium: Recent Advances in Computational Cognitive Neuroscience, Amsterdam, Netherlands.

  11. Storrs, K. R. & Fleming, R. W. (2019, August). Learning about shape, material, and illumination by predicting videos. Talk presented at the European Conference on Visual Perception, Leuven, Belgium.

  12. Storrs, K. R. & Fleming, R. W. (2019, August). Unsupervised learning predicts perception and misperception of materials. Talk presented at the SFB Symposium: How Humans and Machines Learn to See, Rauischholzhausen Castle, Hessen, Germany.

  13. Hartmann, F., Storrs, K. R., Morgenstern, Y. & Fleming, R. W. (2019, August). Unsupervised learning of viewpoints. Poster presented at the European Conference on Visual Perception, Leuven, Belgium.

  14. Storrs, K. R. & Fleming, R. W. (2019, May). Unsupervised neural networks learn idiosyncrasies of human gloss perception. Talk presented at the Vision Sciences Society, St Pete’s Beach, Florida.

  15. Storrs, K. R. (2018, November). Machines that learn the quirks and failures of human gloss perception. Talk presented at The Skin of Things workshop at the Rijksmuseum, Amsterdam, Netherlands.

  16. Fleming, R. W. & Storrs, K. R. (2018, August). To understand 3D vision, we must study how vision is learnt. Talk presented at the European Conference on Visual Perception, Trieste, Italy.

  17. Storrs, K. R., Mehrer, J., Walther, A., & Kriegeskorte, N. (2018, August). Architecture matters: Training and structure both affect how well deep networks predict cortical representations of objects, places and faces. Talk presented at the European Conference on Visual Perception, Trieste, Italy.

  18. Maiello, G., Klein, L. K., Paulun, V. C., Storrs, K. R. & Fleming, R. W. (2018, May). The road towards image-computable models of human visual grasp planning. Talk presented at the ModVis workshop, St Petersburg, Florida, USA.

  19. Storrs, K. R., Mehrer, J., Walther, A., & Kriegeskorte, N. (2018, February). Deep net models of vision: Architecture and domain-specific training. Talk presented at the Cognitive Neurosciences Society conference, Boston, USA.

  20. Storrs, K. R., Mehrer, J., Walther, A., & Kriegeskorte, N. (2017, August). Architecture matters: How well neural networks explain IT representation does not depend on depth and performance alone. Poster presented at the Cognitive Computational Neuroscience conference, New York, USA.

  21. Storrs, K. R., Mehrer, J., Walther, A., & Kriegeskorte, N. (2017, February). Domain-specialised CNNs of realistic depth best explain FFA and PPA representations. Talk presented at Cosyne, Salt Lake City, Utah, USA.

  22. Storrs, K. R., Mehrer, J., Walther, A., & Kriegeskorte, N. (2016, December). Category-specialised neural networks best explain representations in category-selective visual areas. Poster presented at the Applied Vision Association Christmas Meeting, London, UK.

  23. Storrs, K. R., Jóźwik, K., O’Keeffe, J., & Kriegeskorte, N. (2016, August). Predicting how similar two faces look, using deep convolutional neural networks and optimised stimuli. Poster presented at the European Conference on Visual Perception, Barcelona, Spain.

  24. Storrs, K. R., Jóźwik, K., O’Keeffe, J., & Kriegeskorte, N. (2016, August). Predicting perceived facial similarity using deep convolutional neural networks. Poster presented at the Predictive Coding Workshop, Dartmouth College, New Hampshire, UK.

  25. Harrison, W. H. & Storrs, K. R. (2016, May). Do these lines look straight? Poster presented at the Vision Sciences Society, St Petersburg, Florida, USA.

  26. Storrs, K. R. & Arnold, D. H. (2015, August). Enhancing the world with mind: shape adaptation exaggerates shape differences. Poster presented at the European Conference on Visual Perception, Liverpool, UK.

  27. Arnold, D. H. & Storrs, K. R. (2015, July). Despite what you may have heard, human face and form perception (probably) don’t re-normalize. Talk presented at the Asia-Pacific Conference on Vision, Singapore.

  28. Storrs, K. R. & Arnold, D. H. (2015, May). Faces are repulsive: gender and identity aftereffects involve local repulsion, not re-normalisation. Poster presented at the Vision Sciences Society conference, St Petersburg, Florida, USA.

  29. Storrs, K. R. (2014, December). No evidence from visual aftereffects for norm-based representation of orientations, shapes, or faces. Talk presented at the UQ School of Psychology Centre for Perception and Cognitive Neuroscience workshop, Stradbroke Island, Australia.

  30. Storrs, K. R. (2014, August). A new psychophysical test of norm-based opponent coding in face perception. Poster presented at the European Summer School on Visual Neuroscience, Rauischholzhausen, Germany.

  31. Storrs, K. R. & Arnold, D. H. (2014, May). Shape aftereffects reflect shape constancy operations: appearance matters. Poster presented at the Vision Sciences Society conference, St Petersburg, Florida, USA.

  32. Spence, M., Storrs, K. R., & Arnold, D. H. (2014, May). Why the long face? the critical role of vertical configural relations in face ‘barcodes’ for recognition. Poster presented at the Vision Sciences Society conference, St Petersburg, Florida, USA.

  33. Storrs, K. R. (2014, May). Tilt normalisation may be explained by pre-adaptation to natural orientation statistics. Talk presented at the ModVis workshop, St Petersburg, Florida, USA.

  34. Storrs, K. R. & Arnold, D. H. (2013, December). Shape aftereffects are more than meets the eye. Talk presented at the Applied Vision Association Christmas meeting, Leuven, Belgium.

  35. Storrs, K. R. & Arnold, D. H. (2013, August). Evidence for tilt normalisation may be explained by anisotropic orientation channels. Poster presented at the European Conference on Visual Perception, Bremen, Germany.

  36. Storrs, K. R. & Arnold, D. H. (2013, April). The shape aftereffect: appearance matters. Talk presented at the Experimental Psychology Conference, Adelaide, Australia.

  37. Storrs, K. R. & Arnold, D. H. (2012, November). Shape aftereffects reflect a weighted function of retinal and surface slant information. Talk presented at the Australian Cognitive Neuroscience Conference, Brisbane, Australia.

  38. Storrs, K. R. & Arnold, D. H. (2012, May). Not all face aftereffects are equal. Poster presented at the Vision Sciences Society conference, Naples, Florida, USA.

  39. Storrs, K. R. & Arnold, D. H. (2012, April). Not all face aftereffects are equal. Talk presented at the Experimental Psychology Conference, Sydney, Australia.

  40. Storrs, K. R. (2011, December). Not all high-level aftereffects are equal (and perhaps none is opponent coded). Talk presented at the UQ School of Psychology Centre for Perception and Cognitive Neuroscience workshop, Stradbroke Island, Australia.

  41. Greenaway, K. H., Philipp, M. C., & Storrs, K. R. (2011, July). Explaining the control–aggression effect: the case against a failure of self regulation. Talk presented at the Small Group Meeting on The Application of Self-Regulation Approaches to Social Psychological Phenomena, Stockholm, Sweden.

  42. Greenaway, K. H., Philipp, M. C., & Storrs, K. R. (2011, July). Social consequences of lacking control: possible neural pathways. Poster presented at The Nature of Prejudice: A Neuroscience Perspective colloquium, Amsterdam, The Netherlands.

  43. Storrs, K. R., Diamond, A., & Arnold, D. H. (2011, May). Face aftereffects – evidence opposing opponent coding. Poster presented at the Vision Sciences Society conference, Naples, Florida, USA.