3d Model Retrieval Based on Hand-drawn Sketches

Authors

Dianhui Mao, 1. School of Computer and Information Engineering, Beijing Technology and Business University, Beijing 100048, China;;2. Beijing Key Laboratory of Big Data Technology for Food Safety, Beijing Technology and Business University, Beijing 100048, China;
Huanpu Yin, 1. School of Computer and Information Engineering, Beijing Technology and Business University, Beijing 100048, China;;2. Beijing Key Laboratory of Big Data Technology for Food Safety, Beijing Technology and Business University, Beijing 100048, China;
Haisheng Li, 1. School of Computer and Information Engineering, Beijing Technology and Business University, Beijing 100048, China;;2. Beijing Key Laboratory of Big Data Technology for Food Safety, Beijing Technology and Business University, Beijing 100048, China;
Cai Qiang, 1. School of Computer and Information Engineering, Beijing Technology and Business University, Beijing 100048, China;;2. Beijing Key Laboratory of Big Data Technology for Food Safety, Beijing Technology and Business University, Beijing 100048, China;

Abstract

Abstract: Currently, retrieve 3d models use hand-drawn sketch as query has become an active research field. In the Bag of Feature (BoF) framework, the granularity of the distinction and expression brought by the "hard clustering" is insufficient. To solve this problem, a new method was proposed: GALIF feature was extracted from each sketch and the set of view images of models. BOF was replaced by a feature coding based on “soft clustering”--Gaussian mixture model. A fast and effective manifold ranking algorithm was used to calculate the manifold similarity between images, giving the final retrieve results. The previous methods only considered the data similarity, like directly calculated Euclidean distance between images. Different from those methods, the method tried to capture the semantic relevance by the underlying structure of the data set. The experiment result demonstrates that the new method is more accurate than the state-of-arts methods.

Recommended Citation

Mao, Dianhui; Yin, Huanpu; Li, Haisheng; and Qiang, Cai (2020) "3d Model Retrieval Based on Hand-drawn Sketches," Journal of System Simulation: Vol. 27: Iss. 10, Article 55.
Available at: https://dc-china-simulation.researchcommons.org/journal/vol27/iss10/55

First Page

2607

Revised Date

2015-07-24

DOI Link

https://doi.org/

Last Page

2614

CLC

TP391

Recommended Citation

Mao Dianhui, Yin Huanpu, Li Haisheng, Cai Qiang. 3d Model Retrieval Based on Hand-drawn Sketches[J]. Journal of System Simulation, 2015, 27(10): 2607-2614.