WIDE-BASELINE IMAGE CHANGE DETECTION

被引:0
|
作者
Jones, Ziggy [1 ]
Brookes, Mike [1 ]
Dragotti, Pier Luigi [1 ]
Benton, David [2 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Dept Elect & Elect Engn, London, England
[2] L3 TRL Technol, Tewkesbury, England
关键词
Change Detection; SIFT; Wide Baseline; Affine Compensation; Feature Points; Segmentation; Image Matching; Local Features; ALGORITHMS; SCALE;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We present a fully automated method for the detection of changes within a scene between a reference and a sample image whose viewing angles differ by up to 30.. We also describe an extension to the SIFT technique that allows extracted feature points to be matched over wider viewing angles. Matched correspondences between reference and sample images are used to construct a Delaunay triangulation and changes are detected by comparing triangles after affine compensation using a dense SIFT metric. False positives are reduced by using a novel technique introduced as local plane matching (LPM) to match mean-shift segments in unmatched areas using the homographies of local planes to compensate for perspective distortions. The method is shown to achieve pixel-level equal error rates of 5% at a 10. azimuth view angle difference.
引用
收藏
页码:1589 / 1593
页数:5
相关论文
共 50 条
  • [1] Salient Error Detection based Refinement for Wide-baseline Image Interpolation
    Chang, Yuan
    Chen, Yisong
    Wang, Guoping
    PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA, MM 2021, 2021, : 5555 - 5564
  • [2] Feature Tracking for Wide-Baseline Image Retrieval
    Makadia, Ameesh
    COMPUTER VISION-ECCV 2010, PT V, 2010, 6315 : 310 - 323
  • [3] NATURAL IMAGE MATTING FOR MULTIPLE WIDE-BASELINE VIEWS
    Sarim, Muhammad
    Hilton, Adrian
    Guillemaut, Jean-Yves
    Takai, Takeshi
    Kim, Hansung
    2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, : 2233 - 2236
  • [4] Wide-Baseline Image Matching Using Line Signatures
    Wang, Lu
    Neumann, Ulrich
    You, Suya
    2009 IEEE 12TH INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2009, : 1311 - 1318
  • [5] MULTIPLE UNORDERED WIDE-BASELINE IMAGE MATCHING AND GROUPING
    He, Zhoucan
    Wang, Qing
    Yang, Heng
    ICME: 2009 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-3, 2009, : 690 - 693
  • [6] Region-based image registration for wide-baseline stereo
    Roy, S
    Kapoor, S
    2002 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL I, PROCEEDINGS, 2002, : 924 - 927
  • [7] Wide-Baseline Image Matching Based on Coplanar Line Intersections
    Kim, Hyunwoo
    Lee, Sukhan
    IEEE/RSJ 2010 INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2010), 2010,
  • [8] Homography Propagation and Optimization for Wide-Baseline Street Image Interpolation
    Nie, Yongwei
    Zhang, Zhensong
    Sun, Hanqiu
    Su, Tan
    Li, Guiqing
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2017, 23 (10) : 2328 - 2341
  • [9] Homography-guided stereo matching for wide-baseline image interpolation
    Yuan Chang
    Congyi Zhang
    Yisong Chen
    Guoping Wang
    ComputationalVisualMedia, 2022, 8 (01) : 119 - 133
  • [10] Homography-guided stereo matching for wide-baseline image interpolation
    Chang, Yuan
    Zhang, Congyi
    Chen, Yisong
    Wang, Guoping
    COMPUTATIONAL VISUAL MEDIA, 2022, 8 (01) : 119 - 133