A multiresolution spline with application to image mosaics
ACM Transactions on Graphics (TOG)
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
"GrabCut": interactive foreground extraction using iterated graph cuts
ACM SIGGRAPH 2004 Papers
Online Detection and Classification of Moving Objects Using Progressively Improving Detectors
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Robust Fragments-based Tracking using the Integral Histogram
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Dynamical Statistical Shape Priors for Level Set-Based Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
ACM Computing Surveys (CSUR)
Automatic Panoramic Image Stitching using Invariant Features
International Journal of Computer Vision
Homography-based 2D Visual Tracking and Servoing
International Journal of Robotics Research
PG '07 Proceedings of the 15th Pacific Conference on Computer Graphics and Applications
Incremental Learning for Robust Visual Tracking
International Journal of Computer Vision
Semi-supervised On-Line Boosting for Robust Tracking
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
A Probabilistic Approach to Integrating Multiple Cues in Visual Tracking
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part II
Robust Real-Time Visual Tracking Using Pixel-Wise Posteriors
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part II
Fast Keypoint Recognition Using Random Ferns
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning Real-Time Perspective Patch Rectification
International Journal of Computer Vision
Scribble Tracker: A Matting-Based Approach for Robust Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
An adaptive coupled-layer visual model for robust visual tracking
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
Hough-based tracking of non-rigid objects
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
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In this paper we present a novel fusion framework to combine the diverse outputs of arbitrary trackers, which are typically not directly combinable, allowing for significantly increasing the tracking quality. Our main idea is first to transform individual tracking outputs such as motion inliers, bounding boxes, or specific target image features to a shared pixel-based representation and then to run a fusion step on this representation. The fusion process additionally provides a segmentation, which, in turn, further allows for a dynamic weighting of the specific trackers' contributions. In particular, we demonstrate our fusion concept by combining three diverse heterogeneous tracking approaches that significantly differ in methodology as well as in their reported outputs. In the experiments we show that the proposed fusion strategy can successfully handle highly complex non-rigid object scenarios where the individual trackers and state-of-the-art (non-rigid object and fusion based) trackers fail. We demonstrate high performance on a large number of challenging sequences, where we clearly outperform the individual trackers as well as state-of-the-art tracking approaches.