{"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/training-deeper-convolutional-networks-with","title":"Training Deeper Convolutional Networks with Deep Supervision","arxiv_id":"1505.02496","date":"2015-05-11","proceeding":null,"authors":["Liwei Wang","Chen-Yu Lee","Zhuowen Tu","Svetlana Lazebnik"],"abstract":"One of the most promising ways of improving the performance of deep\nconvolutional neural networks is by increasing the number of convolutional\nlayers. However, adding layers makes training more difficult and\ncomputationally expensive. In order to train deeper networks, we propose to add\nauxiliary supervision branches after certain intermediate layers during\ntraining. We formulate a simple rule of thumb to determine where these branches\nshould be added. The resulting deeply supervised structure makes the training\nmuch easier and also produces better classification results on ImageNet and the\nrecently released, larger MIT Places dataset","url_abs":"http://arxiv.org/abs/1505.02496v1","url_pdf":"http://arxiv.org/pdf/1505.02496v1.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":"training-deeper-convolutional-networks-with","repo_url":"https://github.com/LCWdmlearning/Improve-nsfw","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null}],"tasks":[{"task_slug":"classification","task_name":"General Classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1505.02496","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}