{"_id":"73uSTtHLxRxL9Bzfv","bibbaseid":"ganz-ammeling-rosbach-lausser-bertram-breininger-aubreville-isselfsupervisionenoughbenchmarkingfoundationmodelsagainstendtoendtrainingformitoticfigureclassification-2024","author_short":["Ganz, J.","Ammeling, J.","Rosbach, E.","Lausser, L.","Bertram, C. A.","Breininger, K.","Aubreville, M."],"bibdata":{"bibtype":"article","type":"article","author":[{"firstnames":["Jonathan"],"propositions":[],"lastnames":["Ganz"],"suffixes":[]},{"firstnames":["Jonas"],"propositions":[],"lastnames":["Ammeling"],"suffixes":[]},{"firstnames":["Emely"],"propositions":[],"lastnames":["Rosbach"],"suffixes":[]},{"firstnames":["Ludwig"],"propositions":[],"lastnames":["Lausser"],"suffixes":[]},{"firstnames":["Christof","A."],"propositions":[],"lastnames":["Bertram"],"suffixes":[]},{"firstnames":["Katharina"],"propositions":[],"lastnames":["Breininger"],"suffixes":[]},{"firstnames":["Marc"],"propositions":[],"lastnames":["Aubreville"],"suffixes":[]}],"title":"Is Self-Supervision Enough? Benchmarking Foundation Models Against End-to-End Training for Mitotic Figure Classification","journal":"CoRR","volume":"abs/2412.06365","year":"2024","url":"https://doi.org/10.48550/arXiv.2412.06365","doi":"10.48550/ARXIV.2412.06365","eprinttype":"arXiv","eprint":"2412.06365","timestamp":"Wed, 15 Jan 2025 00:00:00 +0100","biburl":"https://dblp.org/rec/journals/corr/abs-2412-06365.bib","bibsource":"dblp computer science bibliography, https://dblp.org","bibtex":"@article{DBLP:journals/corr/abs-2412-06365,\n author = {Jonathan Ganz and\n Jonas Ammeling and\n Emely Rosbach and\n Ludwig Lausser and\n Christof A. Bertram and\n Katharina Breininger and\n Marc Aubreville},\n title = {Is Self-Supervision Enough? Benchmarking Foundation Models Against\n End-to-End Training for Mitotic Figure Classification},\n journal = {CoRR},\n volume = {abs/2412.06365},\n year = {2024},\n url = {https://doi.org/10.48550/arXiv.2412.06365},\n doi = {10.48550/ARXIV.2412.06365},\n eprinttype = {arXiv},\n eprint = {2412.06365},\n timestamp = {Wed, 15 Jan 2025 00:00:00 +0100},\n biburl = {https://dblp.org/rec/journals/corr/abs-2412-06365.bib},\n bibsource = {dblp computer science bibliography, https://dblp.org}\n}\n\n","author_short":["Ganz, J.","Ammeling, J.","Rosbach, E.","Lausser, L.","Bertram, C. A.","Breininger, K.","Aubreville, M."],"key":"DBLP:journals/corr/abs-2412-06365","id":"DBLP:journals/corr/abs-2412-06365","bibbaseid":"ganz-ammeling-rosbach-lausser-bertram-breininger-aubreville-isselfsupervisionenoughbenchmarkingfoundationmodelsagainstendtoendtrainingformitoticfigureclassification-2024","role":"author","urls":{"Paper":"https://doi.org/10.48550/arXiv.2412.06365"},"metadata":{"authorlinks":{}}},"bibtype":"article","biburl":"https://dblp.org/pid/356/8220.bib","dataSources":["ErqumGsTBJG2zYA9i"],"keywords":[],"search_terms":["self","supervision","enough","benchmarking","foundation","models","against","end","end","training","mitotic","figure","classification","ganz","ammeling","rosbach","lausser","bertram","breininger","aubreville"],"title":"Is Self-Supervision Enough? Benchmarking Foundation Models Against End-to-End Training for Mitotic Figure Classification","year":2024}