BoVW (1)
所属分类:其他
开发工具:matlab
文件大小:21KB
下载次数:0
上传日期:2019-05-18 15:58:21
上 传 者:
kampar
说明: keypoint-based image feature representation with BoVW
文件列表:
BoVW.fig (15230, 2019-01-03)
BoVW.m (6781, 2019-01-03)
bovw_sift.m (4285, 2019-01-03)
bovw_surf.m (2804, 2019-01-03)
crossvalidation_.m (890, 2019-01-03)
license.txt (1482, 2019-01-03)
Bag of Visual Words:
Matlab (GUI) implementation for Bag of Visual words. This implementation is based on Matlab functions and Vlfeat lib.
Number of visual words=200, to change it:
from line 87 in bovw_sift.m
from line 76 in bovw_surf.m
Download the VLFeat binary package (version 0.9.20) from the following link:
http://www.vlfeat.org/download.html
Extract vlfeat-0.9.20-bin in the root of the BoVW directory.
Add the following line in vlfeat-0.9.20-bin\vlfeat-0.9.20\toolbox\vl_setup.m:
addpath(fullfile(root,'apps','recognition'));
1- Run BoVW.m
2- Choose number of classes
3- Browse image folders (folder for each class)
4- Choose descriptor (SIFT or SURF)
5- Train (5-fold validation)
6- Test using new images
Citation:
1- Csurka, Gabriella, et al. "Visual categorization with bags of keypoints." Workshop on statistical learning in computer vision, ECCV. Vol. 1. No. 1-22. 2004.
2- Vedaldi, Andrea, and Brian Fulkerson. "VLFeat: An open and portable library of computer vision algorithms." Proceedings of the 18th ACM international conference on Multimedia. ACM, 2010.
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