[{"abstract":[{"lang":"eng"}],"type":"conference","oa_version":"Submitted Version","intvolume":" 2017","status":"public","user_id":"c635000d-4b10-11ee-a964-aac5a93f6ac1","_id":"998","uri_base":"https://research-explorer.ista.ac.at","article_processing_charge":"No","day":"14","scopus_import":"1","dc":{"date":["2017"],"language":["eng"],"rights":["info:eu-repo/semantics/openAccess"],"source":["Rebuffi SA, Kolesnikov A, Sperl G, Lampert C. iCaRL: Incremental classifier and representation learning. In: Vol 2017. IEEE; 2017:5533-5542. doi:10.1109/CVPR.2017.587"],"publisher":["IEEE"],"relation":["info:eu-repo/semantics/altIdentifier/doi/10.1109/CVPR.2017.587","info:eu-repo/semantics/altIdentifier/isbn/978-153860457-1","info:eu-repo/semantics/altIdentifier/wos/000418371405066","info:eu-repo/grantAgreement/EC/FP7/308036"],"title":["iCaRL: Incremental classifier and representation learning"],"creator":["Rebuffi, Sylvestre Alvise","Kolesnikov, Alexander","Sperl, Georg","Lampert, Christoph"],"type":["info:eu-repo/semantics/conferenceObject","doc-type:conferenceObject","text","http://purl.org/coar/resource_type/c_5794"],"identifier":["https://research-explorer.ista.ac.at/record/998"],"description":["A major open problem on the road to artificial intelligence is the development of incrementally learning systems that learn about more and more concepts over time from a stream of data. In this work, we introduce a new training strategy, iCaRL, that allows learning in such a class-incremental way: only the training data for a small number of classes has to be present at the same time and new classes can be added progressively. iCaRL learns strong classifiers and a data representation simultaneously. This distinguishes it from earlier works that were fundamentally limited to fixed data representations and therefore incompatible with deep learning architectures. We show by experiments on CIFAR-100 and ImageNet ILSVRC 2012 data that iCaRL can learn many classes incrementally over a long period of time where other strategies quickly fail. "]},"date_published":"2017-04-14T00:00:00Z","page":"5533 - 5542","citation":{"apa":"Rebuffi, S. A., Kolesnikov, A., Sperl, G., & Lampert, C. (2017). iCaRL: Incremental classifier and representation learning (Vol. 2017, pp. 5533–5542). Presented at the CVPR: Computer Vision and Pattern Recognition, Honolulu, HA, United States: IEEE. https://doi.org/10.1109/CVPR.2017.587","ieee":"S. A. Rebuffi, A. Kolesnikov, G. Sperl, and C. Lampert, “iCaRL: Incremental classifier and representation learning,” presented at the CVPR: Computer Vision and Pattern Recognition, Honolulu, HA, United States, 2017, vol. 2017, pp. 5533–5542.","ista":"Rebuffi SA, Kolesnikov A, Sperl G, Lampert C. 2017. iCaRL: Incremental classifier and representation learning. CVPR: Computer Vision and Pattern Recognition vol. 2017, 5533–5542.","short":"S.A. Rebuffi, A. Kolesnikov, G. Sperl, C. Lampert, in:, IEEE, 2017, pp. 5533–5542.","mla":"Rebuffi, Sylvestre Alvise, et al. ICaRL: Incremental Classifier and Representation Learning. Vol. 2017, IEEE, 2017, pp. 5533–42, doi:10.1109/CVPR.2017.587.","chicago":"Rebuffi, Sylvestre Alvise, Alexander Kolesnikov, Georg Sperl, and Christoph Lampert. “ICaRL: Incremental Classifier and Representation Learning,” 2017:5533–42. IEEE, 2017. https://doi.org/10.1109/CVPR.2017.587."},"creator":{"login":"apreinsp","id":"4435EBFC-F248-11E8-B48F-1D18A9856A87"},"ec_funded":1,"publist_id":"6400","volume":2017,"dini_type":"doc-type:conferenceObject","date_updated":"2023-09-22T09:51:58Z","date_created":"2018-12-11T11:49:37Z","author":[{"first_name":"Sylvestre Alvise","last_name":"Rebuffi"},{"id":"2D157DB6-F248-11E8-B48F-1D18A9856A87","last_name":"Kolesnikov","first_name":"Alexander"},{"id":"4DD40360-F248-11E8-B48F-1D18A9856A87","last_name":"Sperl","first_name":"Georg"},{"last_name":"Lampert","first_name":"Christoph","orcid":"0000-0001-8622-7887","id":"40C20FD2-F248-11E8-B48F-1D18A9856A87"}],"department":[{"tree":[{"_id":"ResearchGroups"},{"_id":"IST"}],"_id":"ChLa"},{"_id":"ChWo","tree":[{"_id":"ResearchGroups"},{"_id":"IST"}]}],"publication_status":"published","publication_identifier":{"isbn":[]},"month":"04","language":[{}],"conference":{"name":"CVPR: Computer Vision and Pattern Recognition","end_date":"2017-07-26","start_date":"2017-07-21","location":"Honolulu, HA, United States"},"project":[{"_id":"2532554C-B435-11E9-9278-68D0E5697425","call_identifier":"FP7","name":"Lifelong Learning of Visual Scene Understanding"}],"isi":1,"quality_controlled":"1","main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/1611.07725"}],"oa":1,"external_id":{"isi":[]}}]