… In this section, we first give experimental results on a natural image dataset (RuG40) [34…
surround inhibition in our model offers advantages over single-feature based surround inhibition…

… We introduce a model of natural images that includes … We optimized the parameters of the
model on natural image … may control whether or not surround inhibition is active on a given …

… Contour extraction on real images Some natural images are employed to verify the performance
of our model for contour extraction, and the real images used in this study are the whole …

… humans while free-viewing complex natural and artificial scenes. That study used a definition
of salience based on local detectors with coarse global surround inhibition. Here, we use a …

… lateral inhibitory mechanisms contribute to surround … statistical redundancies associated with
natural stimuli by increasing … Imaging studies provide direct physiological evidence of a fast, …

… by natural images. Previous work with simple stimuli has shown that surround suppression
… of both excitation and inhibition, a distinguishing feature of an inhibition-stabilized network. …

… operator that combines push-pull and surround inhibition. It turns out that this … natural
images of size 512 × 512 pixels. Each image is coupled with a hand drawn ground truth image…

… detector on a dataset of 40 natural images. In this section, we compare the output of the
proposed algorithms with the outputs of the previous inhibition term and the standard Canny …

… of surround modulation, we designed new excitatory-inhibitory connections between a unit
and its surrounding … We optimized networks for object recognition on natural images and then …

… to V1 surround modulation, blockade of intra-V1 inhibition does not completely abolish
near-… that the tuning of surround modulation reflects the statistics of natural images, thus aiding …