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Untangling invariant object recognition

Authors: James J. DiCarlo, David Cox - Trends in Cognitive Sciences 2007 cited by 1,046

Size and positioninvariance of neuronal…Size and position invariance of neuronal responses in monkey inferotemporal cortexHierarchical models ofobject recognition in…Hierarchical models of object recognition in cortexSpatial sensitivity ofmacaque inferior…Spatial sensitivity of macaque inferior temporal neuronsShape Representation inArea V4…Shape Representation in Area V4: Position-Specific Tuning for Boundary ConformationAnterior InferotemporalNeurons of Monkeys…Anterior Inferotemporal Neurons of Monkeys Engaged in Object Recognition Can be Highly Sensitive to Object Retinal PositionShape Tuning in MacaqueInferior Temporal CortexShape Tuning in Macaque Inferior Temporal CortexUnderlying principles ofvisual shape selectivit…Underlying principles of visual shape selectivity in posterior inferotemporal cortexSparse coding of sensoryinputsSparse coding of sensory inputsFast Readout of ObjectIdentity from Macaque…Fast Readout of Object Identity from Macaque Inferior Temporal CortexMultiple Object ResponseNormalization in Monkey…Multiple Object Response Normalization in Monkey Inferotemporal Cortex'Breaking'position-invariant…'Breaking' position-invariant object recognitionRobust ObjectRecognition with…Robust Object Recognition with Cortex-Like MechanismsTrade-Off between ObjectSelectivity and…Trade-Off between Object Selectivity and Tolerance in Monkey Inferotemporal CortexHow position dependentis visual object…How position dependent is visual object recognition?Sparse but not‘Grandmother-cell’…Sparse but not ‘Grandmother-cell’ coding in the medial temporal lobeFine-Scale SpatialOrganization of Face an…Fine-Scale Spatial Organization of Face and Object Selectivity in the Temporal Lobe: Do Functional Magnetic Resonance Imaging, Optical Imaging, and Electrophysiology Agree?What Response PropertiesDo Individual Neurons…What Response Properties Do Individual Neurons Need to Underlie Position and Clutter “Invariant” Object Recognition?Selectivity andTolerance (“Invariance”…Selectivity and Tolerance (“Invariance”) Both Increase as Visual Information Propagates from Cortical Area V4 to ITNewborn chickensgenerate invariant…Newborn chickens generate invariant object representations at the onset of visual object experienceFeedforwardobject-vision models…Feedforward object-vision models only tolerate small image variations compared to humanDeep Neural NetworksReveal a Gradient in th…Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral StreamDeep Neural Networks asa Computational Model…Deep Neural Networks as a Computational Model for Human Shape SensitivityDeep convolutionalneural networks in the…Deep convolutional neural networks in the face of caricaturePeeling the Onion ofBrain RepresentationsPeeling the Onion of Brain RepresentationsUntangling invariantobject recognitionUntangling invariant object recognitionEarlier referencesFocus paperCiting papersOlderNewer

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