Bi-directional online transfer learning: a framework
نویسندگان
چکیده
منابع مشابه
OTL: A Framework of Online Transfer Learning
In this paper, we investigate a new machine learning framework called Online Transfer Learning (OTL) that aims to transfer knowledge from some source domain to an online learning task on a target domain. We do not assume the target data follows the same class or generative distribution as the source data, and our key motivation is to improve a supervised online learning task in a target domain ...
متن کاملBi-directional route learning in wood ants.
Some ants and bees readily learn visually guided routes between their nests and feeding sites. They can learn the appearance of visual landmarks for the food-bound or homeward segment of the route when these landmarks are only present during that particular segment of their round trip. We show here that wood ants can also acquire landmark information for guiding their homeward path while runnin...
متن کاملMulti-camera Matching using Bi-Directional Cumulative Brightness Transfer Functions
The appearance of individuals captured by multiple non-overlapping cameras varies greatly due to pose and illumination changes between camera views. In this paper we address the problem of dealing with illumination changes in order to recover matching of individuals appearing at different camera sites. This task is challenging as accurately mapping colour changes between views requires an exhau...
متن کاملThe Bi-directional Framework for Unifying Parametric Image Alignment Approaches
In this paper, a generic bi-directional framework is proposed for parametric image alignment, that extends the classification of [1]. Four main categories (Forward, Inverse, Dependent and Bi-directional) form the basis of a consistent set of subclasses, onto which state-of-theart methods have been mapped. New formulations for the ESM [2] and the Inverse Additive [3] algorithms are proposed, tha...
متن کاملOnline Transfer Learning
Article history: Received 19 April 2012 Received in revised form 3 June 2014 Accepted 16 June 2014 Available online 17 July 2014
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Annals of Telecommunications
سال: 2020
ISSN: 0003-4347,1958-9395
DOI: 10.1007/s12243-020-00776-1