{"product_id":"an-interdisciplinary-approach-to-visual-pattern-detection-von-zeynep-engin","title":"An Interdisciplinary Approach to Visual Pattern Detection","description":"\u003cp\u003eA key challenge of developing a generic visual  pattern detection system is the handling of  variability in natural images. Estimation of multiple parameters that describe the pose of  objects relative to a previously captured view or  model in the images typically requires a search for an optimum in a high dimensional search  space. Inspired from a controversial parallel search  mechanism in the recent literature, the problem is  tackled through a new neural circuitry model called  Monte Carlo Map Seeking Circuit (MC-MSC). This  replaces the regular sampling of transformation parameters in the original Map  Seeking Circuit with a probabilistic sampling  approach. Another novelty of this work is the  ''queuing'' approach which serialises the search by a small amount and increases the  performance considerably. This serialisation  approach can also be considered as a rough  estimation to the ''attentional mechanisms'' known to  exist in primate vision strategy.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838344737\"\u003e\u003ch3\u003eBiologically Plausible Pattern Localisation and Parameter Estimation on Visual Data\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783838344737","offer_id":39469165707357,"sku":"9783838344737","price":68.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/1c005690-3d1d-4a7b-a1de-800f53249634.jpg?v=1774935708","url":"https:\/\/shop.autorenwelt.de\/products\/an-interdisciplinary-approach-to-visual-pattern-detection-von-zeynep-engin","provider":"Autorenwelt Shop","version":"1.0","type":"link"}