Predicting domain adaptivity: Redo or recycle?

• Main Authors: YAO, Ting, NGO, Chong-wah, ZHU, Shiai
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2012
• Subjects: cross-domain concept learning; domain adaptation; Data Storage Systems; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/6472; https://ink.library.smu.edu.sg/context/sis_research/article/7475/viewcontent/2393347.2396321.pdf
• Institution: Singapore Management University

Over the years, the academic researchers have contributed various visual concept classifiers. Nevertheless, given a new dataset, most researchers still prefer to develop large number of classifiers from scratch despite expensive labeling efforts and limited computing resources. A valid question is w...