{"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/generic-deep-networks-with-wavelet-scattering","title":"Generic Deep Networks with Wavelet Scattering","arxiv_id":"1312.5940","date":"2013-12-20","proceeding":null,"authors":["Edouard Oyallon","Stéphane Mallat","Laurent SIfre"],"abstract":"We introduce a two-layer wavelet scattering network, for object\nclassification. This scattering transform computes a spatial wavelet transform\non the first layer and a new joint wavelet transform along spatial, angular and\nscale variables in the second layer. Numerical experiments demonstrate that\nthis two layer convolution network, which involves no learning and no max\npooling, performs efficiently on complex image data sets such as CalTech, with\nstructural objects variability and clutter. It opens the possibility to\nsimplify deep neural network learning by initializing the first layers with\nwavelet filters.","url_abs":"http://arxiv.org/abs/1312.5940v3","url_pdf":"http://arxiv.org/pdf/1312.5940v3.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":"generic-deep-networks-with-wavelet-scattering","repo_url":"https://github.com/Sheldonmao/290texture","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}}],"tasks":[{"task_slug":"classification","task_name":"General Classification"}],"methods":[{"method_slug":"convolution","method_name":"Convolution"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1312.5940","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}