Showing posts with label 松井勇佑. Show all posts
Showing posts with label 松井勇佑. Show all posts

2015-09-24

Yusuke Matsui

https://www.hal.t.u-tokyo.ac.jp/~matsui/index.html
My research interest includes computer vision and multimedia processing. More specifically, I am interested in manga image processing. With the help of computer vision techniques, can we maka the manga-reading experience more enjoyable? Can we enhance the skills of novices and let them enjoy drawing manga? To answer these questions, I have proposed several applications, e.g., manga retargeting, retrieval, and drawing assistance.

Illustration2Vec: A Semantic Vector Representation of Illustrations

http://illustration2vec.net/papers/illustration2vec-main.pdf
http://illustration2vec.net/papers/illustration2vec-supp.pdf
http://illustration2vec.net/
Referring to existing illustrations helps novice drawers to realize their ideas. To find such helpful references from a large image collection, we first build a semantic vector representation of illustrations by training convolutional neural networks. As the proposed vector space correctly reflects the semantic meanings of illustrations, users can efficiently search for references with similar attributes. Besides the search with a single query, a semantic morphing algorithm that searches the intermediate illustrations that gradually connect two queries is proposed. Several experiments were conducted to demonstrate the effectiveness of our methods.