An increasingly efficient narrowband object-recognition channel along the ventral stream
Ajay SubramanianiD, Ekin TünçokiD, Jan W. KurzawskiiD, Najib J. MajajiD, Denis G. PelliiD, Jonathan A. WinaweriD
Abstract
How does the visual system recognize objects in natural environments? Here, we investigate the neural computations underlying robust object recognition along the ventral stream. We adapted psychophysical critical-band masking to fMRI, measuring BOLD responses along the ventral stream to natural images perturbed by bandpass noise. We found that, along this stream, the overall BOLD response to noise alone is sensitive to an increasingly wide range of stimulus spatial frequency, from 2 octaves in V1 to 5 octaves in ventral temporal cortex (VTC). However, when we assess the effect of the same noise on the accuracy of decoding scene images from the BOLD response, we obtain a different result: Recognition bandwidth is conserved along the ventral stream at about 2 octaves, close to the 1.5-octave behavioral channel. Though the recognition band is conserved, its noise tolerance increases steadily along the ventral stream, approaching behavioral levels in VTC. These findings suggest that V1 sets the bandwidth of the object-recognition channel, while downstream areas progressively denoise the signal, establishing the channels noise tolerance. This biological architecture--early channel isolation followed by successive denoising--may explain why human vision remains more robust than current machine vision.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Adaptive recruitment of cortex-wide recurrence for visual object recognition
Pablo Oyarzo, Johannes Singer, … Radoslaw Martin Cichy·bioRxiv·Oct 17, 2025
- From stuff to things: Responses of neurons in macaque V4 to textures and objects
Justin D. Lieber, Timothy D. Oleskiw, … J. Anthony Movshon·bioRxiv·Feb 20, 2024
- A temporal hierarchy of object processing in human visual cortex
Rui Xu, Wenjing Zhou, … Bo Hong·bioRxiv·Mar 7, 2023
- Broadband visual stimuli improve neuronal representation and sensory perception
Elisabeta Balla, Gerion Nabbefeld, … Björn M. Kampa·Nature CommunicationsPeer-reviewed·Mar 26, 2025
- A performance-optimized model of neural responses across the ventral visual stream
Darren Seibert, Daniel Yamins, … Justin L. Gardner·bioRxiv·Jan 12, 2016
- Retinotopic biases in contextual feedback signals to V1 for object and scene processing
Matthew Bennett, Lucy S. Petro, … Lars F. Muckli·Current Research in NeurobiologyPeer-reviewed·Nov 23, 2024