{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/similarnet-simultaneous-intelligent","title":"SIMILARnet: Simultaneous Intelligent Localization and Recognition Network","arxiv_id":"1711.02831","date":"2017-11-08","proceeding":null,"authors":["Arna Ghosh","Biswarup Bhattacharya","Somnath Basu Roy Chowdhury"],"abstract":"Global Average Pooling (GAP) [4] has been used previously to generate class\nactivation for image classification tasks. The motivation behind SIMILARnet\ncomes from the fact that the convolutional filters possess position information\nof the essential features and hence, combination of the feature maps could help\nus locate the class instances in an image. We propose a biologically inspired\nmodel that is free of differential connections and doesn't require separate\ntraining thereby reducing computation overhead. Our novel architecture\ngenerates promising results and unlike existing methods, the model is not\nsensitive to the input image size, thus promising wider application. Codes for\nthe experiment and illustrations can be found at:\nhttps://github.com/brcsomnath/Advanced-GAP .","url_abs":"http://arxiv.org/abs/1711.02831v1","url_pdf":"http://arxiv.org/pdf/1711.02831v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"similarnet-simultaneous-intelligent","repo_url":"https://github.com/brcsomnath/Advanced-GAP","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"image-classification","task_name":"Image Classification"},{"task_slug":null,"task_name":"Position"},{"task_slug":"image-classification","task_name":"image-classification"}],"methods":[{"method_slug":"average-pooling","method_name":"Average Pooling"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}