CCTV Video Analytics: Recent Advances and Limitations
IVIC '09 Proceedings of the 1st International Visual Informatics Conference on Visual Informatics: Bridging Research and Practice
Dynamic multi-cue tracking with detection responses association
Proceedings of the international conference on Multimedia
Cascaded confidence filtering for improved tracking-by-detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Inter-camera association of multi-target tracks by on-line learned appearance affinity models
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Multi-person tracking with sparse detection and continuous segmentation
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Monocular 3D scene modeling and inference: understanding multi-object traffic scenes
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Human tracking using convolutional neural networks
IEEE Transactions on Neural Networks
Automatic workflow monitoring in industrial environments
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Learning non-coplanar scene models by exploring the height variation of tracked objects
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Adaptive human motion analysis and prediction
Pattern Recognition
Recent advances and trends in visual tracking: A review
Neurocomputing
Multi-target tracking in crowded scenes
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Evaluation of histogram-based similarity functions for different color spaces
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
A scheme for the detection and tracking of people tuned for aerial image sequences
PIA'11 Proceedings of the 2011 ISPRS conference on Photogrammetric image analysis
Online multiple object tracking by hierarchical association of detection responses
Proceedings of the 9th International Conference on Advances in Mobile Computing and Multimedia
International Journal of Computational Vision and Robotics
Long-View player detection framework algorithm in broadcast soccer videos
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Scene Aware Detection and Block Assignment Tracking in crowded scenes
Image and Vision Computing
Shape based appearance model for kernel tracking
Image and Vision Computing
Robust hierarchical multiple hypothesis tracker for multiple-object tracking
Expert Systems with Applications: An International Journal
Hierarchical framework for robust and fast multiple-target tracking in surveillance scenarios
Expert Systems with Applications: An International Journal
Tracking using motion patterns for very crowded scenes
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Group tracking: exploring mutual relations for multiple object tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Two-granularity tracking: mediating trajectory and detection graphs for tracking under occlusions
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
To track or to detect? an ensemble framework for optimal selection
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Face association across unconstrained video frames using conditional random fields
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Multi-person tracking-by-detection based on calibrated multi-camera systems
ICCVG'12 Proceedings of the 2012 international conference on Computer Vision and Graphics
Online multi-target tracking by large margin structured learning
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Spatio-Temporal clustering model for multi-object tracking through occlusions
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Robust object tracking using constellation model with superpixel
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Multi-target tracking on confidence maps: An application to people tracking
Computer Vision and Image Understanding
Detecting bipedal motion from correlated probabilistic trajectories
Pattern Recognition Letters
Multi-Target Tracking by Online Learning a CRF Model of Appearance and Motion Patterns
International Journal of Computer Vision
Online parameter tuning for object tracking algorithms
Image and Vision Computing
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We present a detection-based three-level hierarchical association approach to robustly track multiple objects in crowded environments from a single camera. At the low level, reliable tracklets (i.e. short tracks for further analysis) are generated by linking detection responses based on conservative affinity constraints. At the middle level, these tracklets are further associated to form longer tracklets based on more complex affinity measures. The association is formulated as a MAP problem and solved by the Hungarian algorithm. At the high level, entries, exits and scene occluders are estimated using the already computed tracklets, which are used to refine the final trajectories. This approach is applied to the pedestrian class and evaluated on two challenging datasets. The experimental results show a great improvement in performance compared to previous methods.