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"Continual Referring Expression Comprehension via Dual Modular Memoriza" by Heng Tao Shen, Cheng Chen et al.

Referring Expression Comprehension (REC) aims to localize an image region of a given object described by a natural-language expression. While promising performance has been demonstrated, existing REC algorithms make a strong assumption that training data feeding into a model are given upfront, which degrades its practicality for real-world scenarios. In this paper, we propose Continual Referring Expression Comprehension (CREC), a new setting for REC, where a model is learning on a stream of incoming tasks. In order to continuously improve the model on sequential tasks without forgetting prior learned knowledge and without repeatedly re-training from a scratch, we propose an effective baseline method named Dual Modular Memorization (DMM), which alleviates the problem of catastrophic forgetting by two memorization modules: Implicit-Memory and Explicit-Memory. Specifically, the former module aims to constrain drastic changes to important parameters learned on old tasks when learning a new ....

Expression Comprehension , Continual Referring Expression Comprehension , Dual Modular Memorization , Continual Learning , Lifelong Learning , Eferring Expression Comprehension , Visual Grounding ,

peacecorpsconnect.org - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from peacecorpsconnect.org Daily Mail and Mail on Sunday newspapers.

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peacecorpsconnect.org - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from peacecorpsconnect.org Daily Mail and Mail on Sunday newspapers.

United States , Bureau For Asia , Members Of Congress , Senior Executive Service , Technology Management , Team Building , Development Program , Office Of Personnel Management , Public Service Motivation , Customer Service , Us Agency For International Development , Asia Bureau , Deputy Assistant Administrative , International Development , Deputy Assistant Administrator , Assistant Administrator , Equal Employment Opportunity , Human Resources , Executive Core Qualifications , Technical Qualifications , Personnel Management , Review Board , Personnel Action , Mandatory Technical Qualifications , External Awareness , Strategic Thinking ,

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SMU launches book "Building Excellence in Higher Education: Singapore's Experience" by Professor Emeritus Arnoud De Meyer

In 2018, Professor Emeritus Arnoud De Meyer, then President of the Singapore Management University (SMU), reflected on the fact that Singapore had built an excellent and diverse system of higher education in less than 30 years in a conversation with the Ministry of Education (MOE)’s Permanent Secretary Lai Chung Han, Minister Ong Ye Kung and some colleagues. Shortly after, he received an invitation from MOE to document the system of university education in Singapore. ....

National University Of Singapore , Singapore General , Ong Ye Kung , Annie Koh , Lai Chung Han , Timothy Clark , Jovina Ang , Nanyang Technological University , Singapore University Of Technology , Imperial College , Singapore Institute Of Technology , Li Ka Shing Library , Zhejiang University , Singapore Management University , Ministry Of Education , Singapore University Of Social Sciences , Professor Emeritus Arnoud De Meyer , Permanent Secretary Lai Chung Han , Minister Ong Ye Kung , Higher Education , Professor Timothy Clark , Welcome Address , Prof De Meyer , Professor Emeritus , Singapore University , Social Sciences ,