Kalanit Grill-Spector

Kalanit Grill-Spector
כלנית גריל-ספקטור
EducationPhD
Known forfMRI adaptation, neural basis of high level vision, development of visual system, topographic deep neural networks
Scientific career
Fieldscognitive neuroscience developmental neuroscience vision cognitive computational modeling
WorkplacesWeizmann Institute of Science, MIT, Stanford University
Rafael Malach
Other academic advisors
Nancy Kanwisher

Kalanit Grill-Spector (Hebrew: כלנית גריל-ספקטור), is a cognitive neuroscientist, the Susan S and William H Hindle Professor of Psychology at Stanford University and a member of the Wu Tsai Neurosciences Institute at Stanford University. Her research investigates how the human visual cortex is organized functionally and anatomically, how it develops, and how its neural computations give rise to visual perception. Her work has advanced understanding of the functional organization and development of the human visual cortex and inspired biologically grounded computational models of cortical organization.

Education

Grill-Spector received her undergraduate degree in Electrical Engineering and Computer Science from Ben-Gurion University of the Negev. She completed her Ph.D. Weizmann Institute of Science under Rafael Malach, where she investigated the functional organization of human visual cortex using functional magnetic resonance imaging (fMRI). She subsequently carried out postdoctoral research with Nancy Kanwisher at the Massachusetts Institute of Technology before joining the faculty at Stanford University in 2001. At Stanford she is Professor of Psychology, directing the vision perception neuroscience lab, a member of the Wu Tsai Neurosciences Institute, and is affiliated with the Symbolic Systems Program and the Neurosciences Graduate Program.

Research

Grill-Spector's research investigates the functional and structural organization, development, and computational principles of the human visual cortex and how they support visual perception. Her work combines functional MRI, quantitative MRI, diffusion MRI, intracranial electrophysiology, psychophysics, and computational modeling to study the neural mechanisms underlying visual perception and categorization.

Functional organization of human high-level visual cortex

Grill-Spector's research focuses on how the human brain represents visual information and supports visual recognition, face recognition, reading, and categorization. A major focus of Grill-Spector's research has been understanding the functional and structural organization of high-level visual cortex.

During her doctoral research she pioneered with Rafael Malach fMRI adaptation, a method that uses repeated functional MRI measurements to study the selectivity of neural populations. The approach has been widely used in cognitive neuroscience to investigate the representations underlying perception, memory, language, and decision making.

Her research characterized the organization of high-level visual cortex, characterizing shape and object representations in the lateral occipital complex (LOC) and establishing organizing principles of the ventral visual stream including how cortical representations of faces, objects, places, and words are arranged in ventral temporal cortex (VTC) to support visual categorization.

Her laboratory investigated how the functional organization of high-level visual cortex relates to brain anatomy across multiple spatial scales, demonstrating systematic relationships with cortical folding, cytoarchitectonic subdivisions of ventral temporal cortex, and patterns of white matter connectivity, further showing that these organizing principles are present from birth.

Neural responses and visual perception

Another major theme of Grill-Spector's research is investigating how neural responses in human visual cortex relate to visual perception. Her work showed that activity in high-level visual cortex is linked to visual recognition, including the LOC and VTC and face detection and identification in face-selective regions of the fusiform gyrus. Subsequent collaborative work using intracranial recordings and direct electrical stimulation in neurosurgical patients provided evidence for the causal role of face-selective regions in the fusiform gyrus in face perception.

Development of the human visual system

Grill-Spector has investigated how the human visual system develops from infancy through adulthood. Her research demonstrated differential developmental trajectories across high-level visual cortex, showing that cortical face-selective responses are detectable by 4–6 months of age, yet face-selective cortex undergoes particularly prolonged development throughout childhood and adolescence, in contrast to object- and place-selective cortex, which become adult-like by adolescence.

Longitudinal and cross-sectional fMRI studies provided evidence for cortical recycling during childhood, showing that regions of ventral temporal cortex involved in visual processing of limbs in young children are repurposed for visual processing of faces and words during adolescence.

Her laboratory subsequently investigated the anatomical development of the visual system using quantitative MRI, diffusion MRI, and histology. This work showed that major white matter pathways are present in infancy and continue to undergo myelination and structural refinement throughout development. It further showed that the visual cortex undergoes hierarchical microstructural development, with early visual areas being more mature at birth but developing more slowly postnatal than higher-level visual areas, and that developmental changes in cortical function are accompanied by changes in tissue microstructure of the ventral temporal cortex.

Computational modeling of visual cortex

Grill-Spector has used computational modeling to investigate how visual information is integrated across the visual hierarchy. Her research applied population receptive field (pRF) modeling to study spatial summation in high-level visual cortex and its role in face perception.

Her laboratory subsequently developed a computational and empirical framework for estimating spatiotemporal pRFs from fMRI, showing that spatial and temporal integration windows increase systematically across the visual hierarchy and that higher visual areas increasingly prioritize rapid temporal changes while exhibiting greater tolerance to variation in stimulus extent within their receptive fields.

In collaboration with Daniel Yamins and students, Grill-Spector developed topographic deep neural networks (TDANNs), computational models that model the functional and spatial organization of the entire visual processing hierarchy. Results showed that TDANNs with a spatial constraint that encourages nearby units on the cortical sheet to have similar responses, combined with self-supervised learning, are sufficient to account for the functional organization of visual cortex across multiple spatial scales, from fine-scale orientation columns in primary visual cortex, to clusters of category-selectivity in ventral temporal cortex, to the large-scale organization of multiple visual streams. This work provides a unified computational framework for understanding the emergence of functional organization in visual cortex.

Editorial activities

Grill-Spector has served as an Editor for the Journal of Vision (2008–2012) and Neuropsychologia (2016–2018).

Awards

Grill-Spector has received the Human Sciences Frontier Fellowship, the Sloan Fellowship, the Klingenstein Fellowship in Neuroscience, and the Whitehall Foundation award. . Her research is funded by the National Science Foundation and the National Eye Institute.

References

  1. ↑ "Vision and Perception Neuroscience Lab". Stanford University. Retrieved 2026-07-26.
  2. ↑ "Wu Tsai Neurosciences Institute". Stanford University. Retrieved 2026-07-26.
  3. ↑ Grill-Spector, K.; Kushnir, T.; Edelman, S.; Avidan, G.; Itzchak, Y.; Malach, R. (1999). "Differential processing of objects under various viewing conditions in the human lateral occipital complex". Neuron. 24 (1): 187–203. doi:10.1016/S0896-6273(00)80832-6. PMID 10677037.
  4. ↑ Grill-Spector, K.; Henson, R. N.; Martin, A. (2006). "Repetition and the brain: neural models of stimulus-specific effects". Trends in Cognitive Sciences. 10 (1): 14–23. doi:10.1016/j.tics.2005.11.006. PMID 16321563.
  5. ↑ Grill-Spector, Kalanit; Kushnir, Tamar; Edelman, Shimon; Itzchak, Yacov; Malach, Rafael (1998). "Cue-invariant activation in object-related areas of the human occipital lobe". Neuron. 21 (1): 191–202. doi:10.1016/S0896-6273(00)80526-7. PMID 9697863.
  6. ↑ Grill-Spector, K.; Weiner, K. S. (2014). "The functional architecture of the ventral temporal cortex and its role in categorization". Nature Reviews Neuroscience. 15 (8): 536–548. doi:10.1038/nrn3747. PMC 4143420. PMID 24962370.
  7. ↑ Weiner, Kevin S.; Golarai, Golijeh; Caspers, Julian; Chuapoco, Miguel R.; Mohlberg, Hartmut; Zilles, Karl; Amunts, Katrin; Grill-Spector, Kalanit (2014). "The mid-fusiform sulcus: A landmark identifying both cytoarchitectonic and functional divisions of human ventral temporal cortex". NeuroImage. 84: 453–465. doi:10.1016/j.neuroimage.2013.08.068. PMC 3962787. PMID 24021838.
  8. ↑ Weiner, Kevin S.; Barnett, Michael A.; Lorenz, Simon; Caspers, Julian; Stigliani, Anthony; Amunts, Katrin; Zilles, Karl; Fischl, Bruce; Grill-Spector, Kalanit (2017). "The Cytoarchitecture of Domain-specific Regions in Human High-level Visual Cortex". Cerebral Cortex. 27 (1): 146–161. doi:10.1093/cercor/bhw361. PMC 5939223. PMID 27909003.
  9. ↑ Finzi, D.; Gomez, J.; Nordt, M.; Rezai, A. A.; Poltoratski, S.; Grill-Spector, K. (2021). "Differential spatial computations in ventral and lateral face-selective regions are scaffolded by structural connections". Nature Communications. 12 (1) 2278. doi:10.1038/s41467-021-22524-2. PMC 8050273. PMID 33859195.
  10. 1 2 Kubota, Emily; Yan, Xiaoqian; Tung, Sarah; Fascendini, Bella; Tyagi, Christina; Duhameau, Sophie; Ortiz, Danya; Grotheer, Mareike; Natu, Vaidehi S.; Keil, Boris; Grill-Spector, Kalanit (2025). "White matter connections of human ventral temporal cortex are organized by cytoarchitecture, eccentricity and category-selectivity from birth". Nature Human Behaviour. 9 (5): 955–970. doi:10.1038/s41562-025-02116-6. PMID 40097802.
  11. ↑ Grill-Spector, Kalanit; Kushnir, Tammar; Hendler, Talma; Malach, Rafael (2000). "The dynamics of object-selective activation correlate with recognition performance in humans". Nature Neuroscience. 3 (8): 837–843. doi:10.1038/77754. PMID 10903579.
  12. ↑ Grill-Spector, Kalanit; Knouf, Nicholas; Kanwisher, Nancy (2004). "The fusiform face area subserves face perception, not generic within-category identification". Nature Neuroscience. 7 (5): 555–562. doi:10.1038/nn1224. PMID 15077112.
  13. ↑ Parvizi, Josef; Jacques, Corentin; Foster, Brett L.; Witthoft, Nathan; Rangarajan, Vinitha; Weiner, Kevin S.; Grill-Spector, Kalanit (2012). "Electrical stimulation of human fusiform face-selective regions distorts face perception". The Journal of Neuroscience. 32 (43): 14915–14920. doi:10.1523/JNEUROSCI.2609-12.2012. PMC 3517886. PMID 23100414.
  14. ↑ Rangarajan, Vinitha; Hermes, Dora; Foster, Brett L.; Weiner, Kevin S.; Jacques, Corentin; Grill-Spector, Kalanit; Parvizi, Josef (2014). "Electrical stimulation of the left and right human fusiform gyrus causes different effects in conscious face perception". The Journal of Neuroscience. 34 (38): 12828–12836. doi:10.1523/JNEUROSCI.0527-14.2014. PMC 4166163. PMID 25232118.
  15. ↑ Yan, Xiaoqian; Tung, Sarah S.; Fascendini, Bella; Chen, Yulan Diana; Norcia, Anthony M.; Grill-Spector, Kalanit (2024). "The emergence of visual category representations in infants' brains". eLife. 13 RP100260. doi:10.7554/eLife.100260. PMC 11666245. PMID 39714017.
  16. ↑ Golarai, Golijeh; Ghahremani, Dara G.; Whitfield-Gabrieli, Susan; Reiss, Allan; Eberhardt, Jennifer L.; Gabrieli, John D. E.; Grill-Spector, Kalanit (2007). "Differential development of high-level visual cortex correlates with category-specific recognition memory". Nature Neuroscience. 10 (4): 512–522. doi:10.1038/nn1865. PMC 3660101. PMID 17351637.
  17. ↑ Nordt, Marisa; Gomez, Jesse; Natu, Vaidehi S.; Rezai, Alex A.; Finzi, Dawn; Kular, Holly; Grill-Spector, Kalanit (2021). "Cortical recycling in high-level visual cortex during childhood development". Nature Human Behaviour. 5 (12): 1686–1697. doi:10.1038/s41562-021-01141-5. PMC 8678383. PMID 34140657.
  18. ↑ Grotheer, Mareike; Rosenke, Mona; Wu, Hua; Kular, Holly; Querdasi, Francesca R.; Natu, Vaidehi S.; Yeatman, Jason D.; Grill-Spector, Kalanit (2022). "White matter myelination during early infancy is linked to spatial gradients and myelin content at birth". Nature Communications. 13 (1) 997. doi:10.1038/s41467-022-28326-4. PMC 8863985. PMID 35194018.
  19. ↑ Natu, Vaidehi S.; Rosenke, Mona; Wu, Hua; Querdasi, Francesca R.; Kular, Holly; Lopez-Alvarez, Nancy; Grotheer, Mareike; Berman, Shai; Mezer, Aviv A.; Grill-Spector, Kalanit (2021). "Infants' cortex undergoes microstructural growth coupled with myelination during development". Communications Biology. 4 (1) 1191. doi:10.1038/s42003-021-02706-w. PMC 8516989. PMID 34650227.
  20. ↑ Perez, Karla; Allen, Ahmad; Tyagi, Christina; Tung, Sarah S.; Fascendini, Bella; Yan, Xiaoqian; Horenziak, Juliet; Ortiz, Danya; Wu, Hua; Grill-Spector, Kalanit; Natu, Vaidehi S. (2026). "Hierarchical microstructural tissue growth of the gray and white matter of human visual cortex during the first year of life". Brain Structure and Function. 231 (2) 15. doi:10.1007/s00429-025-03054-9. PMC 12262664. PMID 41563501.
  21. ↑ Gomez, Jesse; Barnett, Michael A.; Natu, Vaidehi S.; Mezer, Aviv; Palomero-Gallagher, Nicola; Weiner, Kevin S.; Amunts, Katrin; Zilles, Karl; Grill-Spector, Kalanit (2017). "Microstructural proliferation in human cortex is coupled with the development of face processing". Science. 355 (6320): 68–71. doi:10.1126/science.aag0311. PMC 5373008. PMID 28059764.
  22. ↑ Natu, Vaidehi S.; Gomez, Jesse; Barnett, Michael; Jeska, Brianna; Kirilina, Evgeniya; Jäger, Carsten; Zhen, Zonglei; Cox, Siobhan; Weiner, Kevin S.; Weiskopf, Nikolaus; Grill-Spector, Kalanit (2019). "Apparent thinning of human visual cortex during childhood is associated with myelination". Proceedings of the National Academy of Sciences of the United States of America. 116 (41): 20750–20759. doi:10.1073/pnas.1904931116. PMC 6789966. PMID 31548375.
  23. ↑ Dumoulin, Serge O.; Wandell, Brian A. (2008). "Population receptive field estimates in human visual cortex". NeuroImage. 39 (2): 647–660. doi:10.1016/j.neuroimage.2007.09.034. PMC 3073038. PMID 17977024.
  24. ↑ Wandell, Brian A.; Winawer, Jonathan (2015). "Computational neuroimaging and population receptive fields". Trends in Cognitive Sciences. 19 (6): 349–357. doi:10.1016/j.tics.2015.03.009. PMC 4484758. PMID 25850730.
  25. ↑ Kay, Kendrick N.; Weiner, Kevin S.; Grill-Spector, Kalanit (2015). "Attention reduces spatial uncertainty in human ventral temporal cortex". Current Biology. 25 (5): 595–600. doi:10.1016/j.cub.2014.12.050. PMC 4348205. PMID 25702580.
  26. ↑ Poltoratski, Sonia; Kay, Kendrick N.; Finzi, Dawn; Grill-Spector, Kalanit (2021). "Holistic face recognition is an emergent phenomenon of spatial processing in face-selective regions". Nature Communications. 12 (1) 4745. doi:10.1038/s41467-021-24806-1. PMC 8346587. PMID 34362883.
  27. ↑ Stigliani, Anthony; Jeska, Brianna; Grill-Spector, Kalanit (2019). "Differential sustained and transient temporal processing across visual streams". PLOS Computational Biology. 15 (5) e1007011. doi:10.1371/journal.pcbi.1007011. PMC 6583966. PMID 31145723.
  28. ↑ Kim, Insub; Kupers, Eline R.; Lerma-Usabiaga, Garikoitz; Grill-Spector, Kalanit (2024). "Characterizing spatiotemporal population receptive fields in human visual cortex with fMRI". The Journal of Neuroscience. 44 (2) e0803232023. doi:10.1523/JNEUROSCI.0803-23.2023. PMC 10866195. PMID 37963768.
  29. ↑ Kupers, Eline R.; Kim, Insub; Grill-Spector, Kalanit (2024). "Rethinking simultaneous suppression in visual cortex via compressive spatiotemporal population receptive fields". Nature Communications. 15 (1) 6885. doi:10.1038/s41467-024-51243-7. PMC 11317513. PMID 39128923.
  30. ↑ Margalit, Eshed; Lee, Hyodong; Finzi, Dawn; DiCarlo, James J.; Grill-Spector, Kalanit; Yamins, Daniel L. K. (2024). "A unifying framework for functional organization in early and higher ventral visual cortex". Neuron. 112 (14): 2435–2451.e7. doi:10.1016/j.neuron.2024.04.018. PMC 11257790. PMID 38733985.
  31. ↑ "Editorial Board". Journal of Vision. Retrieved 2026-07-26.
  32. ↑ "Kalanit Grill-Spector's Profile". Stanford Profiles. Retrieved 2026-07-26.