Large-Scale 3D Shape Retrieval from ShapeNet Core55

Savva, Manolis; Yu, Fisher; Su, Hao; Kanezaki, Asako; Furuya, Takahiko; Ohbuchi, Ryutarou; Zhou, Zhichao; Yu, Rui; Bai, Song; Bai, Xiang; Aono, Masaki; Tatsuma, Atsushi; Thermos, S.; Axenopoulos, A.; Papadopoulos, G. Th.; Daras, P.; Deng, Xiao; Lian, Zhouhui; Li, Bo; Johan, Henry; Lu, Yijuan; Mk, Sanjeev

Large-Scale 3D Shape Retrieval from ShapeNet Core55

Files

039-050.pdf (1.63 MB)

Date

2017

Publisher

The Eurographics Association

Abstract

With the advent of commodity 3D capturing devices and better 3D modeling tools, 3D shape content is becoming increasingly prevalent. Therefore, the need for shape retrieval algorithms to handle large-scale shape repositories is more and more important. This track provides a benchmark to evaluate large-scale 3D shape retrieval based on the ShapeNet dataset. It is a continuation of the SHREC 2016 large-scale shape retrieval challenge with a goal of measuring progress with recent developments in deep learning methods for shape retrieval. We use ShapeNet Core55, which provides more than 50 thousands models over 55 common categories in total for training and evaluating several algorithms. Eight participating teams have submitted a variety of retrieval methods which were evaluated on several standard information retrieval performance metrics. The approaches vary in terms of the 3D representation, using multi-view projections, point sets, volumetric grids, or traditional 3D shape descriptors. Overall performance on the shape retrieval task has improved significantly compared to the iteration of this competition in SHREC 2016. We release all data, results, and evaluation code for the benefit of the community and to catalyze future research into large-scale 3D shape retrieval (website: https://www.shapenet.org/shrec17).

        @inproceedings{10.2312:3dor.20171050
,
booktitle = {Eurographics Workshop on 3D Object Retrieval
},
editor = {Ioannis Pratikakis and Florent Dupont and Maks Ovsjanikov
},
title = {{Large-Scale 3D Shape Retrieval from ShapeNet Core55
}},
author = {Savva, Manolis and 
Yu, Fisher and 
Aono, Masaki and 
Tatsuma, Atsushi and 
Thermos, S. and 
Axenopoulos, A. and 
Papadopoulos, G. Th. and 
Daras, P. and 
Deng, Xiao and 
Lian, Zhouhui and 
Li, Bo and 
Johan, Henry and 
Su, Hao and 
Lu, Yijuan and 
Mk, Sanjeev and 
Kanezaki, Asako and 
Furuya, Takahiko and 
Ohbuchi, Ryutarou and 
Zhou, Zhichao and 
Yu, Rui and 
Bai, Song and 
Bai, Xiang
},
year = {2017
},
publisher = {The Eurographics Association
},
ISSN = {1997-0471
},
ISBN = {978-3-03868-030-7
},
DOI = {10.2312/3dor.20171050
}
}