Making large-scale support vector machine learning practical
Advances in kernel methods
The visual analysis of human movement: a survey
Computer Vision and Image Understanding
W4: Real-Time Surveillance of People and Their Activities
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Trainable System for Object Detection
International Journal of Computer Vision - special issue on learning and vision at the center for biological and computational learning, Massachusetts Institute of Technology
Example-Based Object Detection in Images by Components
IEEE Transactions on Pattern Analysis and Machine Intelligence
Stability of Phase Information
IEEE Transactions on Pattern Analysis and Machine Intelligence
An Algorithm for Data-Driven Bandwidth Selection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Determination of Optical Flow and its Discontinuities using Non-Linear Diffusion
ECCV '94 Proceedings of the Third European Conference-Volume II on Computer Vision - Volume II
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Detecting Pedestrians Using Patterns of Motion and Appearance
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Recognizing Action at a Distance
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Pedestrian Detection in Crowded Scenes
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Histograms of Oriented Gradients for Human Detection
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Automatic cascade training with perturbation bias
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
A survey of advances in vision-based human motion capture and analysis
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Unsupervised Learning of Human Action Categories Using Spatial-Temporal Words
International Journal of Computer Vision
Modelling Scenes Using the Activity within Them
Proceedings of the international conference on Spatial Cognition VI: Learning, Reasoning, and Talking about Space
Semantic object classes in video: A high-definition ground truth database
Pattern Recognition Letters
Contour-motion feature (CMF): A space-time approach for robust pedestrian detection
Pattern Recognition Letters
Segmentation and Recognition Using Structure from Motion Point Clouds
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Scale Invariant Action Recognition Using Compound Features Mined from Dense Spatio-temporal Corners
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
People detection in low-resolution video with non-stationary background
Image and Vision Computing
Co-occurrence Histograms of Oriented Gradients for Pedestrian Detection
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
International Journal of Computer Vision
Mobile human-robot teaming with environmental tolerance
Proceedings of the 4th ACM/IEEE international conference on Human robot interaction
Seeing the Objects Behind the Dots: Recognition in Videos from a Moving Camera
International Journal of Computer Vision
Descriptive temporal template features for visual motion recognition
Pattern Recognition Letters
High-Level Fusion of Depth and Intensity for Pedestrian Classification
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Social signal processing: Survey of an emerging domain
Image and Vision Computing
A comprehensive evaluation framework and a comparative study for human detectors
IEEE Transactions on Intelligent Transportation Systems
Optical Flow Based Detection in Mixed Human Robot Environments
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Common Motion Map Based on Codebooks
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Automatic online labeling images via co-active-learning
Proceedings of the First International Conference on Internet Multimedia Computing and Service
International Journal of Computer Vision
Human action detection via boosted local motion histograms
Machine Vision and Applications
Multiview pedestrian detection based on vector boosting
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Multi-posture human detection in video frames by motion contour matching
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
A cascade of feed-forward classifiers for fast pedestrian detection
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Compositional object recognition, segmentation, and tracking in video
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Behavior histograms for action recognition and human detection
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Scene modelling and classification using learned spatial relations
COSIT'09 Proceedings of the 9th international conference on Spatial information theory
Human detection using motion and appearance based feature
ICICS'09 Proceedings of the 7th international conference on Information, communications and signal processing
Understanding transit scenes: a survey on human behavior-recognition algorithms
IEEE Transactions on Intelligent Transportation Systems
People detection and stereoscopic analysis using MAS
INES'10 Proceedings of the 14th international conference on Intelligent engineering systems
Human detection with a multi-sensors stereovision system
ICISP'10 Proceedings of the 4th international conference on Image and signal processing
Visual codebooks survey for video on-line processing
ICCVG'10 Proceedings of the 2010 international conference on Computer vision and graphics: Part I
Spatial-temporal granularity-tunable gradients partition (STGGP) descriptors for human detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Disparity statistics for pedestrian detection: combining appearance, motion and stereo
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Recognizing human action from a far field of view
WMVC'09 Proceedings of the 2009 international conference on Motion and video computing
Spatio-temporal optical flow statistics (STOFS) for activity classification
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Boosting part-sense multi-feature learners toward effective object detection
Computer Vision and Image Understanding
Human detection in video over large viewpoint changes
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Journal on Image and Video Processing - Special issue on advanced video-based surveillance
Fast human detection based on enhanced variable size HOG features
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Feature set search space for fuzzyboost learning
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
People detection using color and depth images
MCPR'11 Proceedings of the Third Mexican conference on Pattern recognition
Fast human detection using a cascade of united hogs
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part II
Automatic image annotation based on low-level features and classification of the statistical classes
RSFDGrC'11 Proceedings of the 13th international conference on Rough sets, fuzzy sets, data mining and granular computing
Feature selection for tracker-less human activity recognition
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
A monocular human detection system based on EOH and oriented LBP features
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
Pedestrian detection and tracking using HOG and oriented-LBP features
NPC'11 Proceedings of the 8th IFIP international conference on Network and parallel computing
Structured Variable Selection with Sparsity-Inducing Norms
The Journal of Machine Learning Research
Building semantic scene models from unconstrained video
Computer Vision and Image Understanding
Markerless localization for blind users using computer vision and particle swarm optimization
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Agents and computer vision for processing stereoscopic images
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
Journal of Intelligent and Robotic Systems
On collaborative people detection and tracking in complex scenarios
Image and Vision Computing
Sparse Modeling of Human Actions from Motion Imagery
International Journal of Computer Vision
Action recognition based on the feature trajectories
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Time invariant gesture recognition by modelling body posture space
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
A survey of techniques for human detection in static images
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Topic based pose relevance learning in dance archives
Proceedings of the 21st ACM international conference on Information and knowledge management
Hand posture recognition with multiview descriptors
ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
Trajectory-Based modeling of human actions with motion reference points
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Visual code-sentences: a new video representation based on image descriptor sequences
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
Detecting interesting events using unsupervised density ratio estimation
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Evaluating the impact of frame rate on video based human action recognition
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Multimedia event detection using segment-based approach for motion feature
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Novel and efficient pedestrian detection using bidirectional PCA
Pattern Recognition
An information retrieval approach to identifying infrequent events in surveillance video
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Histogram of oriented normal vectors for object recognition with a depth sensor
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Action recognition using canonical correlation kernels
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Exploring dense trajectory feature and encoding methods for human interaction recognition
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Knives are picked before slices are cut: recognition through activity sequence analysis
Proceedings of the 5th international workshop on Multimedia for cooking & eating activities
Abnormal crowd behavior detection and localization using maximum sub-sequence search
Proceedings of the 4th ACM/IEEE international workshop on Analysis and retrieval of tracked events and motion in imagery stream
Object class detection: A survey
ACM Computing Surveys (CSUR)
Detecting pedestrians on a Movement Feature Space
Pattern Recognition
Exploring STIP-based models for recognizing human interactions in TV videos
Pattern Recognition Letters
Detecting bipedal motion from correlated probabilistic trajectories
Pattern Recognition Letters
People reidentification in surveillance and forensics: A survey
ACM Computing Surveys (CSUR)
Pedestrian detection based on kernel discriminative sparse representation
Transactions on Edutainment IX
Advanced Engineering Informatics
Robotics and Autonomous Systems
Matching mixtures of curves for human action recognition
Computer Vision and Image Understanding
Human interaction categorization by using audio-visual cues
Machine Vision and Applications
Multimedia Event Detection Using Segment-Based Approach for Motion Feature
Journal of Signal Processing Systems
Macrofeature layout selection for pedestrian localization and its acceleration using GPU
Computer Vision and Image Understanding
Human limb segmentation in depth maps based on spatio-temporal Graph-cuts optimization
Journal of Ambient Intelligence and Smart Environments
Retina enhanced SURF descriptors for spatio-temporal concept detection
Multimedia Tools and Applications
Activity representation with motion hierarchies
International Journal of Computer Vision
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Detecting humans in films and videos is a challenging problem owing to the motion of the subjects, the camera and the background and to variations in pose, appearance, clothing, illumination and background clutter. We develop a detector for standing and moving people in videos with possibly moving cameras and backgrounds, testing several different motion coding schemes and showing empirically that orientated histograms of differential optical flow give the best overall performance. These motion-based descriptors are combined with our Histogram of Oriented Gradient appearance descriptors. The resulting detector is tested on several databases including a challenging test set taken from feature films and containing wide ranges of pose, motion and background variations, including moving cameras and backgrounds. We validate our results on two challenging test sets containing more than 4400 human examples. The combined detector reduces the false alarm rate by a factor of 10 relative to the best appearance-based detector, for example giving false alarm rates of 1 per 20,000 windows tested at 8% miss rate on our Test Set 1.