@inproceedings{12c3b6c1d5fa4b988a87771093e9812a,
title = "SHREC'17: RgB-D to CAD retrieval with ObjectNN dataset",
abstract = "The goal of this track is to study and evaluate the performance of 3D object retrieval algorithms using RGB-D data. This is inspired from the practical need to pair an object acquired from a consumer-grade depth camera to CAD models available in public datasets on the Internet. To support the study, we propose ObjectNN, a new dataset with well segmented and annotated RGB-D objects from SceneNN [HPN∗16] and CAD models from ShapeNet [CFG∗15]. The evaluation results show that the RGB-D to CAD retrieval problem, while being challenging to solve due to partial and noisy 3D reconstruction, can be addressed to a good extent using deep learning techniques, particularly, convolutional neural networks trained by multi-view and 3D geometry. The best method in this track scores 82\% in accuracy.",
author = "Hua, \{Binh Son\} and Truong, \{Quang Trung\} and Tran, \{Minh Khoi\} and Pham, \{Quang Hieu\} and Asako Kanezaki and Tang Lee and Chiang, \{Hung Yueh\} and Winston Hsu and Bo Li and Yijuan Lu and Henry Johan and Shoki Tashiro and Masaki Aono and Tran, \{Minh Triet\} and Pham, \{Viet Khoi\} and Nguyen, \{Hai Dang\} and Nguyen, \{Vinh Tiep\} and Tran, \{Quang Thang\} and Phan, \{Thuyen V.\} and Bao Truong and Do, \{Minh N.\} and Duong, \{Anh Duc\} and Yu, \{Lap Fai\} and Nguyen, \{Duc Thanh\} and Yeung, \{Sai Kit\}",
note = "We acknowledge the support of the SUTD Digital Manufacturing and Design (DManD) Centre which is supported by the National Research Foundation (NRF) of Singapore. Bo Li is partially supported by the University of Southern Mississippi Faculty Startup Funds Award. The research done by Henry Johan is supported by the National Research Foundation, Prime Minister{\textquoteright}s Office, Singapore under its International Research Centres in Singapore Funding Initiative. The research conducted by Lap-Fai Yu is supported by the National Science Foundation under award number 1565978.; 10th Eurographics Workshop on 3D Object Retrieval, 3DOR 2017 ; Conference date: 23-04-2017 Through 24-04-2017",
year = "2017",
doi = "10.2312/3dor.20171048",
language = "English (US)",
series = "Eurographics Workshop on 3D Object Retrieval, EG 3DOR",
publisher = "Eurographics Association",
pages = "25--32",
editor = "Ioannis Pratikakis and Maks Ovsjanikov and Florent Dupont",
booktitle = "EG 3DOR 2017 - Eurographics 2017 Workshop on 3D Object Retrieval",
}