论文信息 - Benchmarks, performance evaluation and contests for 3D shape retrieval

Benchmarks, performance evaluation and contests for 3D shape retrieval

Benchmarking of 3D Shape retrieval allows developers and researchers to compare the strengths of different algorithms on a standard dataset. Here we describe the procedures involved in developing a benchmark and issues involved. We then discuss some of the current 3D shape retrieval benchmarks efforts of our group and others. We also review the different performance evaluation measures that are developed and used by researchers in the community. After that we give an overview of the 3D shape retrieval contest (SHREC) tracks run under the EuroGraphics Workshop on 3D Object Retrieval and give details of tracks that we organized for SHREC 2010. Finally we demonstrate some of the results based on the different SHREC contest tracks and the NIST shape benchmark.

[1] Afzal Godil,et al. A New Shape Benchmark for 3D Object Retrieval , 2008, ISVC.

[2] Remco C. Veltkamp,et al. A Survey of Content Based 3D Shape Retrieval Methods , 2004, SMI.

[3] Ellen M. Voorhees,et al. The effect of topic set size on retrieval experiment error , 2002, SIGIR '02.

[4] Karthik Ramani,et al. Developing an engineering shape benchmark for CAD models , 2006, Comput. Aided Des..

[5] Clement H. C. Leung,et al. Benchmarking for Content-Based Visual Information Search , 2000, VISUAL.

[6] Michael McGill,et al. Introduction to Modern Information Retrieval , 1983 .

[7] K. Sparck Jones,et al. INFORMATION RETRIEVAL TEST COLLECTIONS , 1976 .

[8] Ryutarou Ohbuchi,et al. SHREC'10 Track: Generic 3D Warehouse , 2010, 3DOR@Eurographics.

[9] Paul Suetens,et al. SHREC'10 Track: Non-rigid 3D Shape Retrieval , 2010, 3DOR@Eurographics.

[10] Thomas A. Funkhouser,et al. The Princeton Shape Benchmark , 2004, Proceedings Shape Modeling Applications, 2004..

[11] Ali Shokoufandeh,et al. Retrieving Articulated 3-D Models Using Medial Surfaces and Their Graph Spectra , 2005, EMMCVPR.

[12] Ryutarou Ohbuchi,et al. SHREC'10 Track: Range Scan Retrieval , 2010, 3DOR@Eurographics.

[13] Jaana Kekäläinen,et al. IR evaluation methods for retrieving highly relevant documents , 2000, SIGIR '00.