Do We Need More Training Data?

Datasets for training object recognition systems are steadily increasing in size. This paper investigates the question of whether existing detectors will continue to improve as data grows, or saturate in performance due to limited model complexity and the Bayes risk associated with the feature space...

وصف كامل

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون: Zhu, Xiangxin, Ramanan, Deva, Fowlkes, Charless C., Vondrick, Carl Martin
مؤلفون آخرون: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
التنسيق: مقال
اللغة:English
منشور في: Springer US 2016
الوصول للمادة أونلاين:http://hdl.handle.net/1721.1/104080
https://orcid.org/0000-0001-5676-2387