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Updated: Aug 10, 2026

Cross-Modal Multivariate Pattern Analysis
Published on: November 9, 2011
View from the top: hierarchies and reverse hierarchies in the visual system
Shaul Hochstein1, Merav Ahissar
1Department of Neurobiology, Neural Computation Center, Hebrew University, Jerusalem, Israel. shaul@vms.huji.ac.il
Abstract:
We propose that explicit vision advances in reverse hierarchical direction, as shown for perceptual learning. Processing along the feedforward hierarchy of areas, leading to increasingly complex representations, is automatic and implicit, while conscious perception begins at the hierarchy's top, gradually returning downward as needed. Thus, our initial conscious percept--vision at a glance--matches a high-level, generalized, categorical scene interpretation, identifying "forest before trees." For later vision with scrutiny, reverse hierarchy routines focus attention to specific, active, low-level units, incorporating into conscious perception detailed information available there. Reverse Hierarchy Theory dissociates between early explicit perception and implicit low-level vision, explaining a variety of phenomena. Feature search "pop-out" is attributed to high areas, where large receptive fields underlie spread attention detecting categorical differences. Search for conjunctions or fine discriminations depends on reentry to low-level specific receptive fields using serial focused attention, consistent with recently reported primary visual cortex effects.
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