TY - GEN
T1 - Efficient planar graph cuts with applications in computer vision
AU - Schmidt, Frank R.
AU - Töppe, Eno
AU - Cremers, Daniel
PY - 2009
Y1 - 2009
N2 - We present a fast graph cut algorithm for planar graphs. It is based on the graph theoretical work [2] and leads to an efficient method that we apply on shape matching and im- age segmentation. In contrast to currently used methods in Computer Vision, the presented approach provides an upper bound for its runtime behavior that is almost linear. In par- ticular, we are able to match two different planar shapes of N points in O(N2 log N) and segment a given image of N pixels in O(N logN). We present two experimental bench- mark studies which demonstrate that the presented method is also in practice faster than previously proposed graph cut methods: On planar shape matching and image seg- mentation we observe a speed-up of an order of magnitude, depending on resolution.
AB - We present a fast graph cut algorithm for planar graphs. It is based on the graph theoretical work [2] and leads to an efficient method that we apply on shape matching and im- age segmentation. In contrast to currently used methods in Computer Vision, the presented approach provides an upper bound for its runtime behavior that is almost linear. In par- ticular, we are able to match two different planar shapes of N points in O(N2 log N) and segment a given image of N pixels in O(N logN). We present two experimental bench- mark studies which demonstrate that the presented method is also in practice faster than previously proposed graph cut methods: On planar shape matching and image seg- mentation we observe a speed-up of an order of magnitude, depending on resolution.
UR - http://www.scopus.com/inward/record.url?scp=70450187795&partnerID=8YFLogxK
U2 - 10.1109/CVPRW.2009.5206863
DO - 10.1109/CVPRW.2009.5206863
M3 - Conference contribution
AN - SCOPUS:70450187795
SN - 9781424439935
T3 - 2009 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2009
SP - 351
EP - 356
BT - 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2009
PB - IEEE Computer Society
T2 - 2009 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2009
Y2 - 20 June 2009 through 25 June 2009
ER -