6533b872fe1ef96bd12d2ea4

RESEARCH PRODUCT

Synergy of spatial frequency and orientation bandwidth in texture segregation

Günter MeinhardtCordula Hunt

subject

AdultMaleorientation bandwidthlocal energyComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISIONModels PsychologicalTexture (geology)Article050105 experimental psychologyContrast SensitivityYoung Adult03 medical and health sciences0302 clinical medicineHumans0501 psychology and cognitive sciencesDetection theorySensitivity (control systems)Orientation SpatialMathematicsspatial frequency bandwidthcue combinationOrientation (computer vision)Noise (signal processing)business.industry05 social sciencesPattern recognitionFilter (signal processing)Sensory SystemsOphthalmologyPattern Recognition VisualFemaleSpatial frequencyArtificial intelligencebusinesstexture segregation030217 neurology & neurosurgeryEnergy (signal processing)

description

Defining target textures by increased bandwidths in spatial frequency and orientation, we observed strong cue combination effects in a combined texture figure detection and discrimination task. Performance for double-cue targets was better than predicted by independent processing of either cue and even better than predicted from linear cue integration. Application of a texture-processing model revealed that the oversummative cue combination effect is captured by calculating a low-level summary statistic (\(\Delta CE_m\)), which describes the differential contrast energy to target and reference textures, from multiple scales and orientations, and integrating this statistic across channels with a winner-take-all rule. Modeling detection performance using a signal detection theory framework showed that the observers' sensitivity to single-cue and double-cue texture targets, measured in \(d^{\prime }\) units, could be reproduced with plausible settings for filter and noise parameters. These results challenge models assuming separate channeling of elementary features and their later integration, since oversummative cue combination effects appear as an inherent property of local energy mechanisms, at least for spatial frequency and orientation bandwidth-modulated textures.

https://doi.org/10.1167/jov.21.2.5