16.7.4.5.1 Models, Inference, Learning Human Actions, Human Activities, Human Behavior

Stauffer, C.[Chris], Grimson, W.E.L.[W. Eric L.],
Learning Patterns of Activity Using Real-Time Tracking,
PAMI(22), No. 8, August 2000, pp. 747-757.
IEEE Abstract. IEEE Top Reference.
WWW Version. 0010
Using the 24 hour data from tracking motion, learn the different patterns, especially to see things that don't fit. Motion segmentation uses adaptive background subtraction with an updated model. Objects are not recognized, but identity is maintained throught the track. BibRef

Stauffer, C.[Chris],
Automated Audio-visual Activity Analysis,
CSAIL-2005-057, September 2005.
WWW Version. BibRef 0509

Brand, M.[Matthew], Kettnaker, V.M.[Vera M.],
Discovery and Segmentation of Activities in Video,
PAMI(22), No. 8, August 2000, pp. 844-851.
IEEE Abstract. IEEE Top Reference.
WWW Version. 0010
HMM to organize activity into meaningful states. Infer body orientation and pose from low resolution silhouettes. BibRef

Kettnaker, V.M.[Vera M.], Brand, M.[Matthew],
Minimum-entropy models of scene activity,
CVPR99(I: 281-286).
IEEE Abstract. IEEE Top Reference.
WWW Version. BibRef 9900

Brand, M.[Matthew],
Discovering and Visualizing Narrative Themes,
Visual97(xx). BibRef 9700

Brand, M.[Matthew],
Understanding Manipulation in Video,
AFGR96(94-99).
IEEE DOI Link
Postscript Version. 9610
BibRef
And: Vismod--404, 1996. BibRef

Galata, A.[Aphrodite], Johnson, N.[Neil], Hogg, D.C.[David C.],
Learning Variable-Length Markov Models of Behavior,
CVIU(81), No. 3, March 2001, pp. 398-413.
WWW Version. 0001
BibRef
Earlier:
Learning Structured Behavior Models using Variable Length Markov Models,
MPeople99(xx-yy). BibRef
And:
Learning Behaviour Models of Human Activities,
BMVC99(Modelling Human Behaviour).
PDF Version. BibRef
Earlier: A2, A1, A3:
The Acquisition and Use of Interaction Behaviour Models,
CVPR98(866-871).
IEEE Abstract. IEEE Top Reference. BibRef

Rosales, R.[Rómer], Sclaroff, S.[Stan],
A framework for heading-guided recognition of human activity,
CVIU(91), No. 3, September 2003, pp. 335-367.
WWW Version. 0310
BibRef
Earlier:
3D Trajectory Recovery for Tracking Multiple Objects and Trajectory-Guided Recognition of Actions,
CVPR99(II: 117-123).
IEEE Abstract. IEEE Top Reference.
WWW Version. BibRef

Hu, W., Xie, D., Tan, T.N., Maybank, S.J.,
Learning Activity Patterns Using Fuzzy Self-Organizing Neural Network,
SMC-B(34), No. 3, June 2004, pp. 1618-1626.
IEEE Abstract. IEEE Top Reference. 0407
BibRef

Hu, W.M.[Wei-Ming], Xie, D.[Dan], Fu, Z.Y.[Zhou-Yu], Zeng, W.[Wenrong], Maybank, S.J.[Steve J.],
Semantic-Based Surveillance Video Retrieval,
IP(16), No. 4, April 2007, pp. 1168-1181.
IEEE DOI Link 0704
BibRef

Oliver, N.[Nuria], Garg, A.[Ashutosh], Horvitz, E.J.[Eric J.],
Layered representations for learning and inferring office activity from multiple sensory channels,
CVIU(96), No. 2, November 2004, pp. 163-180.
WWW Version. 0410
BibRef

Davis, J.W.[James W.], Tyagi, A.[Ambrish],
Minimal-latency human action recognition using reliable-inference,
IVC(24), No. 5, 1 May 2006, pp. 455-472.
WWW Version. 0606
BibRef
Earlier:
A reliable-inference framework for recognition of human actions,
AVSBS03(169-176).
IEEE Abstract. IEEE Top Reference. 0310
Action recognition; Reliable-inference; MAP; Video analysis Determine shortest video sequence, and extend if confusing or unreliable. BibRef

Davis, J.W.[James W.], Gao, H.[Hui],
An expressive three-mode principal components model of human action style,
IVC(21), No. 11, October 2003, pp. 1001-1016.
WWW Version. 0310
BibRef
Earlier:
Recognizing human action efforts: An adaptive three-mode PCA framework,
ICCV03(1463-1469).
IEEE DOI Link 0311
BibRef

Davis, J.W., Gao, H.[Hui], Kannappan, V.S.,
A three-mode expressive feature model of action effort,
Motion02(139-144).
IEEE Abstract. IEEE Top Reference. 0303
How much effort is required for the action. BibRef

Yilmaz, A.[Alper], Shah, M.[Mubarak],
Matching actions in presence of camera motion,
CVIU(103), No. 2-3, November-December 2006, pp. 221-231.
WWW Version. 0611
BibRef
Earlier:
Recognizing Human Actions in Videos Acquired by Uncalibrated Moving Cameras,
ICCV05(I: 150-157).
IEEE DOI Link 0510
BibRef
Earlier:
Actions Sketch: A Novel Action Representation,
CVPR05(I: 984-989).
IEEE DOI Link 0507
Action recognition; Epipolar geometry; Video; Action retrieval; Moving camera BibRef

Yilmaz, A.[Alper], Shah, M.[Mubarak],
A differential geometric approach to representing the human actions,
CVIU(109), No. 3, March 2008, pp. 335-351.
WWW Version. 0802
Human Actions; Differential geometry; Epipolar geometry; Action representation; Action recognition BibRef

Gueguen, L.[Lionel], Datcu, M.[Mihai],
Image Time-Series Data Mining Based on the Information-Bottleneck Principle,
GeoRS(45), No. 4, April 2007, pp. 827-838.
IEEE DOI Link 0704
BibRef

Shechtman, E.[Eli], Irani, M.[Michal],
Space-Time Behavior-Based Correlation - OR - How to Tell If Two Underlying Motion Fields Are Similar Without Computing Them?,
PAMI(29), No. 11, November 2007, pp. 2045-2056.
IEEE DOI Link 0711
BibRef
Earlier:
Space-Time Behavior Based Correlation,
CVPR05(I: 405-412).
IEEE DOI Link 0507
Do the space-time patterns arise from the same motion. Detect complex patterns, dance, running water, etc. BibRef

Gorelick, L.[Lena], Blank, M.[Moshe], Shechtman, E.[Eli], Irani, M.[Michal], Basri, R.[Ronen],
Actions as Space-Time Shapes,
PAMI(29), No. 12, December 2007, pp. 2247-2253.
IEEE DOI Link 0711
Dataset, Actions.
HTML Version. BibRef
Earlier: A2, A1, A3, A4, A5: ICCV05(II: 1395-1402).
IEEE DOI Link 0510
Human action as 3-D shapes induced by silhouettes in the spacetime volume. BibRef

Gudmundsson, J.[Joachim], van Kreveld, M.[Marc], Speckmann, B.[Bettina],
Efficient Detection of Patterns in 2D Trajectories of Moving Points,
GeoInfo(11), No. 2, June 2007, pp. 195-215.
Springer DOI Link 0709
BibRef

Wang, L.[Liang], Suter, D.[David],
Learning and Matching of Dynamic Shape Manifolds for Human Action Recognition,
IP(16), No. 6, June 2007, pp. 1646-1661.
IEEE DOI Link 0706
BibRef
Earlier:
Analyzing Human Movements from Silhouettes Using Manifold Learning,
AVSBS06(7-7).
IEEE DOI Link 0611
BibRef
And:
Informative Shape Representations for Human Action Recognition,
ICPR06(II: 1266-1269).
WWW Version. 0609
BibRef

Wang, L.[Liang], Suter, D.[David],
Visual learning and recognition of sequential data manifolds with applications to human movement analysis,
CVIU(110), No. 2, May 2008, pp. 153-172.
WWW Version. 0804
Human movement analysis; Locality preserving projection; Gaussian mixture models; Hausdorff distance; Hidden Markov models BibRef

Nascimento, J.C.[Jacinto C.], Figueiredo, M.A.T.[Mario A.T.], Marques, J.S.[Jorge S.],
Independent increment processes for human motion recognition,
CVIU(109), No. 2, February 2008, pp. 126-138.
WWW Version. 0711
BibRef
Earlier:
Semi-Supervised Learning of Switched Dynamical Models for Classification of Human Activities in Surveillance Applications,
ICIP07(III: 197-200).
IEEE DOI Link 0709
BibRef
Earlier:
On-Line Classification of Human Activities,
IbPRIA07(II: 444-451).
Springer DOI Link 0706
BibRef
Earlier:
Recognition of Human Activities Using Space Dependent Switched Dynamical Models,
ICIP05(III: 852-855).
IEEE DOI Link 0512
Surveillance; Human motion; Activity recognition; Independent increment processes; Minimum description length BibRef

Nascimento, J.C.[Jacinto C.], Figueiredo, M.A.T.[Mario A.T.], Marques, J.S.[Jorge S.],
Unsupervised learning of motion patterns using generative models,
ICIP08(761-764).
IEEE DOI Link 0810
BibRef

Mokhber, A.[Arash], Achard, C.[Catherine], Milgram, M.[Maurice],
Recognition of human behavior by space-time silhouette characterization,
PRL(29), No. 1, 1 January 2008, pp. 81-89.
WWW Version. 0711
Behavior recognition; Action recognition; Motion analysis BibRef

Achard, C.[Catherine], Qu, X.T.[Xing-Tai], Mokhber, A.[Arash], Milgram, M.[Maurice],
A novel approach for recognition of human actions with semi-global features,
MVA(19), No. 1, January 2008, pp. 27-34.
Springer DOI Link 0801
BibRef
Earlier:
Action Recognition with Semi-global Characteristics and Hidden Markov Models,
ACIVS07(274-284).
Springer DOI Link 0708
BibRef
Earlier: A3, A1, A4, A2:
Combined Classifiers for Action Recognition,
IWICPAS06(27-34).
Springer DOI Link 0608
BibRef
Earlier: A3, A1, A2, A4:
Action Recognition with Global Features,
CVHCI05(110).
Springer DOI Link 0601
BibRef

Oh, S.M.[Sang Min], Rehg, J.M.[James M.], Balch, T.[Tucker], Dellaert, F.[Frank],
Learning and Inferring Motion Patterns using Parametric Segmental Switching Linear Dynamic Systems,
IJCV(77), No. 1-3, May 2008, pp. 103-124.
Springer DOI Link 0803
BibRef
Earlier:
Learning and Inference in Parametric Switching Linear Dynamical Systems,
ICCV05(II: 1161-1168).
IEEE DOI Link 0510
BibRef
And: A1, A2, A4, Only:
Parameterized Duration Mmodeling for Switching Linear Dynamic Systems,
CVPR06(II: 1694-1700).
IEEE DOI Link 0606
Bee dances. for learning parameterized motions. BibRef

Xie, L., Sundaram, H., Campbell, M.,
Event Mining in Multimedia Streams,
PIEEE(96), No. 4, April 2008, pp. 623-647.
IEEE DOI Link 0804
BibRef

Niebles, J.C.[Juan Carlos], Wang, H.C.[Hong-Cheng], Li, F.F.[Fei-Fei],
Unsupervised Learning of Human Action Categories Using Spatial-Temporal Words,
IJCV(79), No. 3, September 2008, pp. xx-yy.
Springer DOI Link 0806
BibRef BMVC06(III:1249).
PDF Version. 0609
BibRef

Niebles, J.C.[Juan Carlos], Li, F.F.[Fei-Fei],
A Hierarchical Model of Shape and Appearance for Human Action Classification,
CVPR07(1-8).
IEEE DOI Link 0706
BibRef

Savarese, S.[Silvio], DelPozo, A.[Andrey], Niebles, J.C.[Juan Carlos], Li, F.F.[Fei-Fei],
Spatial-Temporal correlatons for unsupervised action classification,
Motion08(1-8).
IEEE DOI Link 0801
BibRef

Li, X.[Xi], Fukui, K.[Kazuhiro],
View Invariant Human Action Recognition Based on Factorization and HMMs,
IEICE(E91-D), No. 7, July 2008, pp. 1848-1854.
WWW Version. 0807
BibRef

Ikizler, N.[Nazli], Forsyth, D.A.[David A.],
Searching for Complex Human Activities with No Visual Examples,
IJCV(80), No. 3, December 2008, pp. xx-yy.
Springer DOI Link 0810
BibRef
Earlier:
Searching Video for Complex Activities with Finite State Models,
CVPR07(1-8).
IEEE DOI Link 0706
Use activity of segments of the body. Compare 3D tracks to trained motion capture data. BibRef

Yan, W.[Wei], Forsyth, D.A.,
Learning the Behavior of Users in a Public Space through Video Tracking,
WACV05(I: 370-377).
WWW Version. 0502
BibRef

Jung, C.R., Hennemann, L., Musse, S.R.,
Event Detection Using Trajectory Clustering and 4-D Histograms,
CirSysVideo(18), No. 11, November 2008, pp. 1565-1575.
IEEE DOI Link 0811
BibRef

Yuan, J., Meng, J., Wu, Y., Luo, J.,
Mining Recurring Events Through Forest Growing,
CirSysVideo(18), No. 11, November 2008, pp. 1597-1607.
IEEE DOI Link 0811
BibRef

Lymberopoulos, D., Teixeira, T., Savvides, A.,
Macroscopic Human Behavior Interpretation Using Distributed Imager and Other Sensors,
PIEEE(96), No. 10, October 2008, pp. 1657-1677.
IEEE DOI Link 0811
BibRef

Chin, T.J.[Tat-Jun], Suter, D.[David],
Out-of-Sample Extrapolation of Learned Manifolds,
PAMI(30), No. 9, September 2008, pp. 1547-1556.
IEEE DOI Link 0808
BibRef

Chin, T.J.[Tat-Jun], Wang, L.[Liang], Schindler, K.[Konrad], Suter, D.[David],
Extrapolating Learned Manifolds for Human Activity Recognition,
ICIP07(I: 381-384).
IEEE DOI Link 0709
BibRef

Wang, L.[Liang], Suter, D.[David],
Recognizing Human Activities from Silhouettes: Motion Subspace and Factorial Discriminative Graphical Model,
CVPR07(1-8).
IEEE DOI Link 0706
BibRef

Zhou, H.[Hang], Wang, L.[Liang], Suter, D.[David],
Human action recognition by feature-reduced Gaussian process classification,
PRL(30), No. 12, 1 September 2009, pp. 1059-1066,.
Elsevier DOI Link
WWW Version. 0909
BibRef
Earlier:
Human motion recognition using Gaussian Processes classification,
ICPR08(1-4).
IEEE DOI Link 0812
Human action recognition; Characteristic-based descriptor; Gaussian process classification; Spectral feature reduction BibRef

Fernandez, C.[Carles], Baiget, P.[Pau], Roca, F.X.[F. Xavier], Gonzalez, J.[Jordi],
Interpretation of complex situations in a semantic-based surveillance framework,
SP:IC(23), No. 7, August 2008, pp. 554-569.
WWW Version. 0804
Cognitive vision system; Situation analysis; Applied ontologies BibRef

Baiget, P.[Pau], Fernández, C.[Carles], Roca, F.X.[F. Xavier], Gonzàlez, J.[Jordi],
Automatic Learning of Conceptual Knowledge in Image Sequences for Human Behavior Interpretation,
IbPRIA07(I: 507-514).
Springer DOI Link 0706
BibRef

Rius, I.[Ignasi], Rowe, D.[Daniel], Gonzàlez, J.[Jordi], Roca, F.X.[F. Xavier],
A 3D Dynamic Model of Human Actions for Probabilistic Image Tracking,
IbPRIA05(I:529).
Springer DOI Link 0509
BibRef

Rowe, D.[Daniel], Gonzalez, J.[Jordi], Huerta, I.[Ivan], Villanueva, J.J.[Juan J.],
On Reasoning over Tracking Events,
SCIA07(502-511).
Springer DOI Link 0706
See also Probabilistic Image-Based Tracking: Improving Particle Filtering. BibRef

Wang, X.G.[Xiao-Gang], Ma, X.X.[Xiao-Xu], Grimson, W.E.L.[W. Eric L.],
Unsupervised Activity Perception in Crowded and Complicated Scenes Using Hierarchical Bayesian Models,
PAMI(31), No. 3, March 2009, pp. 539-555.
IEEE DOI Link 0902
BibRef
Earlier:
Unsupervised Activity Perception by Hierarchical Bayesian Models,
CVPR07(1-8).
IEEE DOI Link 0706
Anomaly Detection. Unsupervised learning in crowded environments (stations, shopping malls, traffic). Atomic activities modeled as distibutions over low level features. Then distributions over atomic activities. Three Bayesian Mixture models: Latent Dirichlet Allocation, Hierarchical Dirichlet Processes and dual Hierarchical Dirchlet Processes. Discover and summarize atomic activities. Sebment long video into different interactions, segment motions into different activities. Detect abnormality. Support high-level queries. BibRef

Wang, X.G.[Xiao-Gang], Ma, K.T.[Keng Teck], Ng, G.W.[Gee-Wah], Grimson, W.E.L.[W. Eric L.],
Trajectory analysis and semantic region modeling using a nonparametric Bayesian model,
CVPR08(1-8).
IEEE DOI Link 0806
BibRef
And: CSAIL-2008-015, June 2008.
WWW Version. BibRef

Wang, X.G.[Xiao-Gang], Tieu, K.[Kinh], Grimson, W.E.L.[W. Eric L.],
Correspondence-free multi-camera activity analysis and scene modeling,
CVPR08(1-8).
IEEE DOI Link 0806
BibRef

Brdiczka, O.[Oliver], Crowley, J.L.[James L.], Reignier, P.[Patrick],
Learning Situation Models in a Smart Home,
SMC-B(39), No. 1, February 2009, pp. 56-63.
IEEE DOI Link 0902
BibRef

Brdiczka, O.[Oliver], Yuen, P.C.[Pong C.], Zaidenberg, S.[Sofia], Reignier, P.[Patrick], Crowley, J.L.[James L.],
Automatic Acquisition of Context Models and its Application to Video Surveillance,
ICPR06(I: 1175-1178).
WWW Version. 0609
BibRef

Liang, Y.M.[Yu-Ming], Shih, S.W.[Sheng-Wen], Shih, C.C.[Chun-Chieh], Liao, H.Y.M., Lin, C.C.[Cheng-Chung],
Learning Atomic Human Actions Using Variable-Length Markov Models,
SMC-B(39), No. 1, February 2009, pp. 268-280.
IEEE DOI Link 0902
BibRef

Veeraraghavan, A.[Ashok], Srinivasan, M.[Mandyam], Roy-Chowdhury, A.K.[Amit K.], Chellappa, R.[Rama],
Rate-Invariant Recognition of Humans and Their Activities,
IP(18), No. 6, June 2009, pp. 1326-1339.
IEEE DOI Link 0905
Model based approach to actions, capture variations due to rate of execution. BibRef

Patino, J.L.[Jose Luis], Benhadda, H., Corvee, E., Brémond, F.[Francois], Thonnat, M.[Monique],
Extraction of activity patterns on large video recordings,
IET-CV(2), No. 2, June 2008, pp. 108-128.
WWW Version. 0905
BibRef

Thonnat, M.[Monique], Brémond, F.[Francois], Pusiol, G.[Guido], Patino, J.L.[Jose Luis],
Optimizing trajectories clustering for activity recognition,
MLMotion08(xx-yy). 0810
BibRef

Gui, L.[Laura], Thiran, J.P.[Jean-Philippe], Paragios, N.[Nikos],
Cooperative Object Segmentation and Behavior Inference in Image Sequences,
IJCV(84), No. 2, August 2009, pp. xx-yy.
Springer DOI Link 0906
BibRef
Earlier:
Joint Object Segmentation and Behavior Classification in Image Sequences,
CVPR07(1-8).
IEEE DOI Link 0706
BibRef
And:
A Variational Framework for the Simultaneous Segmentation and Object Behavior Classification of Image Sequences,
SSVM07(652-664).
Springer DOI Link 0705
BibRef

Saleemi, I.[Imran], Shafique, K.[Khurram], Shah, M.[Mubarak],
Probabilistic Modeling of Scene Dynamics for Applications in Visual Surveillance,
PAMI(31), No. 8, August 2009, pp. 1472-1485.
IEEE DOI Link 0906
Model and learn activity from static camera. Generate likely paths to improve object detection and tracking. BibRef

San Miguel, J.C.[Juan Carlos], Martinez, J.M.[José M.], Garcia, Á.[Álvaro],
An Ontology for Event Detection and its Application in Surveillance Video,
AVSBS09(220-225).
IEEE DOI Link 0909
BibRef

Gomez-Romero, J.[Juan], Patricio, M.A.[Miguel A.], Garcia, J.[Jesús], Molina, J.M.[José M.],
Context-Based Reasoning Using Ontologies to Adapt Visual Tracking in Surveillance,
AVSBS09(226-231).
IEEE DOI Link 0909
BibRef

Zhang, T.Z.[Tian-Zhu], Lu, H.Q.[Han-Qing], Li, S.Z.[Stan Z.],
Learning semantic scene models by object classification and trajectory clustering,
CVPR09(1940-1947).
IEEE DOI Link 0906
Learning activity models. BibRef

Dhillon, P.S.[Paramveer S.], Nowozin, S.[Sebastian], Lampert, C.H.[Christoph H.],
Combining appearance and motion for human action classification in videos,
VCL-ViSU09(22-29).
IEEE DOI Link 0906
BibRef

Joshi, D.[Dhiraj], Luo, J.B.[Jie-Bo],
Inferring generic activities and events from image content and bags of geo-tags,
CIVR08(37-46). 0807
BibRef

Liu, C.[Chang], Yuen, P.C.[Pong C.],
Boosting EigenActions: A new algorithm for human action categorization,
FG08(1-6).
IEEE DOI Link 0809
BibRef

de la Torre-Frade, F.[Fernando], Hodgins, J.K.[Jessica K.], Bargteil, A.W.[Adam W.], Artal, X.M.[Xavier Martin], Macey, J.C.[Justin C.], Collado I Castells, A.[Alexandre], and Beltran, J.[Josep],
Guide to the Carnegie Mellon University Multimodal Activity (CMU-MMAC) Database,
CMU-RI-TR-08-22, April, 2008.
WWW Version. Dataset, Activity Recognition. BibRef 0804

Lau, M.[Manfred], Bar-Joseph, Z.[Ziv], Kuffner, J.[James],
Modeling Variation in Motion Data,
CMU-CS-08-118, April 2008.
HTML Version. BibRef 0804

Vail, D.L.[Douglas L.],
Conditional Random Fields for Activity Recognition,
CMU-CS-08-119, April 2008. BibRef 0804 Ph.D.Thesis, April 2008.
HTML Version. BibRef

Resendiz, E.[Esther], Ahuja, N.[Narendra],
A unified model for activity recognition from video sequences,
ICPR08(1-4).
IEEE DOI Link 0812
BibRef

Gupta, S.I.K.[Sun-Il Kumar], Kumar, Y.S.[Y. Senthil], Ramakrishnan, K.R.,
Learning Feature Trajectories Using Gabor Filter Bank for Human Activity Segmentation and Recognition,
ICCVGIP08(111-118).
IEEE DOI Link 0812
BibRef

Azough, A.[Ahmed], Delteil, A.[Alexandre], de Marchi, F.[Fabien], Hacid, M.S.[Mohand Said],
Intuitive event modeling for personalized behavior monitoring,
ICPR08(1-4).
IEEE DOI Link 0812
BibRef

Noceti, N.[Nicoletta], Caputo, B.[Barbara], Castellini, C.[Claudio], Baldassarre, L.[Luca], Barla, A.[Annalisa], Rosasco, L.[Lorenzo], Odone, F.[Francesca], Sandini, G.[Giulio],
Towards a Theoretical Framework for Learning Multi-modal Patterns for Embodied Agents,
CIAP09(239-248).
Springer DOI Link 0909
BibRef

Noceti, N.[Nicoletta], Santoro, M.[Matteo], Odone, F.[Francesca],
Unsupervised learning of behavioural patterns for video-surveillance,
MLMotion08(xx-yy). 0810
BibRef

Ohnishi, N.[Naoya], Imiya, A.[Atsushi],
Combination of supervised and unsupervised methods for navigation path mining,
MLMotion08(xx-yy). 0810
BibRef

Bader, B.W.[Brett W.], Puretskiy, A.A.[Andrey A.], Berry, M.W.[Michael W.],
Scenario Discovery Using Nonnegative Tensor Factorization,
CIARP08(791-805).
Springer DOI Link 0809
BibRef

Farhadi, A.[Ali], Tabrizi, M.K.[Mostafa Kamali],
Learning to Recognize Activities from the Wrong View Point,
ECCV08(I: 154-166).
Springer DOI Link 0810
BibRef

Tran, D.[Du], Sorokin, A.[Alexander],
Human Activity Recognition with Metric Learning,
ECCV08(I: 548-561).
Springer DOI Link 0810
BibRef

Kellokumpu, V., Zhao, G.Y., Pietikainen, M.,
Human Activity Recognition Using a Dynamic Texture Based Method,
BMVC08(xx-yy).
PDF Version. 0809
See also Dynamic Texture Recognition Using Local Binary Patterns with an Application to Facial Expressions. BibRef

Darby, J.[John], Li, B.H.[Bai-Hua], Costen, N.P.[Nicholas P.],
Behaviour based particle filtering for human articulated motion tracking,
ICPR08(1-4).
IEEE DOI Link 0812
BibRef
Earlier:
Tracking a walking person using activity-guided annealed particle filtering,
FG08(1-6).
IEEE DOI Link 0809
BibRef
And:
Human Activity Tracking from Moving Camera Stereo Data,
BMVC08(xx-yy).
PDF Version. 0809
BibRef

Wang, X.Z.[Xiao-Zhe], Wang, L.[Liang], Wirth, A.[Anthony],
Pattern discovery in motion time series via structure-based spectral clustering,
CVPR08(1-8).
IEEE DOI Link 0806
BibRef

Marszalek, M.[Marcin], Laptev, I.[Ivan], Schmid, C.[Cordelia],
Actions in context,
CVPR09(2929-2936).
IEEE DOI Link 0906
BibRef

Klaeser, A., Marszalek, M., Schmid, C.,
A Spatio-Temporal Descriptor Based on 3D-Gradients,
BMVC08(xx-yy).
PDF Version. 0809
BibRef

Laptev, I.[Ivan], Marszalek, M.[Marcin], Schmid, C.[Cordelia], Rozenfeld, B.[Benjamin],
Learning realistic human actions from movies,
CVPR08(1-8).
IEEE DOI Link 0806
BibRef

Yan, P.K.[Ping-Kun], Khan, S.M.[Saad M.], Shah, M.[Mubarak],
Learning 4D action feature models for arbitrary view action recognition,
CVPR08(1-7).
IEEE DOI Link 0806
BibRef

Liu, J.G.[Jin-Gen], Shah, M.[Mubarak],
Learning human actions via information maximization,
CVPR08(1-8).
IEEE DOI Link 0806
BibRef

Yang, A.Y.[Allen Y.], Iyengar, S.[Sameer], Kuryloski, P.[Philip], Jafari, R.[Roozbeh],
Distributed segmentation and classification of human actions using a wearable motion sensor network,
CVPR4HB08(1-8).
IEEE DOI Link 0806
BibRef

Cherla, S.[Srikanth], Kulkarni, K.[Kaustubh], Kale, A.[Amit], Ramasubramanian, V.,
Towards fast, view-invariant human action recognition,
CVPR4HB08(1-8).
IEEE DOI Link 0806
BibRef

Müller, M.[Meinard], Demuth, B.[Bastian], Rosenhahn, B.[Bodo],
An Evolutionary Approach for Learning Motion Class Patterns,
DAGM08(xx-yy).
Springer DOI Link 0806
BibRef

Husz, Z.L.[Zsolt L.], Wallace, A.M.[Andrew M.], Green, P.R.[Patrick R.],
Human activity recognition with action primitives,
AVSBS07(330-335).
IEEE DOI Link 0709
BibRef

Connolly, C.I.[Christopher I.],
Learning to Recognize Complex Actions Using Conditional Random Fields,
ISVC07(II: 340-348).
Springer DOI Link 0711
BibRef

Li, H.P.[He-Ping], Hu, Z.Y.[Zhan-Yi], Wu, Y.H.[Yi-Hong], Wu, F.C.[Fu-Chao],
MAPACo-Training: A Novel Online Learning Algorithm of Behavior Models,
ACCV07(I: 472-481).
Springer DOI Link 0711
BibRef

Jung, S.H.[Sang-Hack], Guo, Y.L.[Yan-Lin], Sawhney, H.S.[Harpreet S.], Kumar, R.T.[Rakesh T.],
Multiple Cue Integrated Action Detection,
CVHCI07(108-117).
Springer DOI Link 0710
BibRef

Yang, C.J.[Chang-Jiang], Guo, Y.L.[Yan-Lin], Sawhney, H.S.[Harpreet S.], Kumar, R.T.[Rakesh T.],
Learning Actions Using Robust String Kernels,
HUMO07(313-327).
Springer DOI Link 0710
BibRef

Wong, S.F.[Shu-Fai], Cipolla, R.[Roberto],
Extracting Spatiotemporal Interest Points using Global Information,
ICCV07(1-8).
IEEE DOI Link 0710
BibRef

Wong, S.F.[Shu-Fai], Kim, T.K.[Tae-Kyun], Cipolla, R.[Roberto],
Learning Motion Categories using both Semantic and Structural Information,
CVPR07(1-6).
IEEE DOI Link 0706
Human actions, expressions, gestures. BibRef

Meessen, J.[Jerome], Desurmont, X.[Xavier], Delaigle, J.F.[Jean-Francois], de Vleeschouwer, C.[Christophe], Macq, B.[Benoit],
Progressive Learning for Interactive Surveillance Scenes Retrieval,
VS07(1-8).
IEEE DOI Link 0706
See also Remote Interactive Browsing of Video Surveillance Content Based on JPEG 2000. BibRef

Veeraraghavan, H.[Harini], Papanikolopoulos, N.P.[Nikolaos P.], Schrater, P.[Paul],
Learning Dynamic Event Descriptions in Image Sequences,
CVPR07(1-6).
IEEE DOI Link 0706
BibRef

Zhang, Z.[Zhang], Huang, K.Q.[Kai-Qi], Tan, T.N.[Tie-Niu], Wang, L.S.[Liang-Sheng],
Trajectory Series Analysis based Event Rule Induction for Visual Surveillance,
CVPR07(1-8).
IEEE DOI Link 0706
BibRef

Natarajan, P.[Pradeep], Nevatia, R.[Ramakant],
View and scale invariant action recognition using multiview shape-flow models,
CVPR08(1-8).
IEEE DOI Link
PDF Version. 0806
BibRef

Natarajan, P.[Pradeep], Nevatia, R.[Ramakant],
Online, Real-time Tracking and Recognition of Human Actions,
Motion08(1-8).
IEEE DOI Link
PDF Version. 0801
BibRef
Earlier:
Coupled Hidden Semi Markov Models for Activity Recognition,
Motion07(10-10).
IEEE DOI Link
PDF Version. 0702
BibRef
And:
Hierarchical Multi-channel Hidden Semi Markov Models,
IJCAI07(xx-yy).
PDF Version. BibRef

Lee, J.Y.[Jae Young], Hoff, W.[William],
Activity Identification Utilizing Data Mining Techniques,
Motion07(12-12).
IEEE DOI Link 0702
BibRef

Naftel, A., Anwar, F.B.[Fahad Bin],
Visual Recognition of Manual Tasks Using Object Motion Trajectories,
AVSBS06(69-69).
IEEE DOI Link 0611
BibRef

Khalid, S.[Shehzad], Naftel, A.[Andrew],
Classifying spatiotemporal object trajectories using unsupervised learning of basis function coefficients,
VSSN05(45-52).
WWW Version. 0511
BibRef

Wang, H.B.[Hong-Bin], Miller, P., Culverhouse, P.F.,
Discovering the Local Co-occurring Patterns in Visual Categorization,
AVSBS06(6-6).
IEEE DOI Link 0611
BibRef

Cho, K.[Kyungeun], Cho, H.[Hyungje], Um, K.[Kyhyun],
Inferring Stochastic Regular Grammar with Nearness Information for Human Action Recognition,
ICIAR06(II: 193-204).
Springer DOI Link 0610
BibRef

Bauer, D.[Dietmar], Brandle, N.[Norbert], Seer, S.[Stefan], Pflugfelder, R.[Roman],
Finding Highly Frequented Paths in Video Sequences,
ICPR06(I: 387-391).
WWW Version. 0609
BibRef

Guha, P.[Prithwijit], Mukerjee, A.[Amitabha], Venkatesh, K.S.,
Spatio-temporal Discovery: Appearance + Behavior = Agent,
ICCVGIP06(516-527).
Springer DOI Link 0612
BibRef

Guha, P.[Prithwijit], Mukerjee, A.[Amitabha], Venkatesh, K.S., Mitra, P.[Pabitra],
Activity Discovery from Surveillance Videos,
ICPR06(I: 433-436).
WWW Version. 0609
BibRef

Ogata, T.[Takehito], Christmas, W.J.[William J.], Kittler, J.V.[Josef V.], Ishikawa, S.[Seiji],
Improving human activity detection by combining multi-dimensional motion descriptors with boosting,
ICPR06(I: 295-298).
WWW Version. 0609
BibRef

Lublinerman, R.[Roberto], Ozay, N.[Necmiye], Zarpalas, D.[Dimitrios], Camps, O.I.[Octavia I.],
Activity Recognition from Silhouettes using Linear Systems and Model (In)validation Techniques,
ICPR06(I: 347-350).
WWW Version. 0609
BibRef

Bremond, F.[Francois],
Scene Understanding and Activity Recognition,
VS08(xx-yy). 0810
BibRef

Toshev, A.[Alexander], Bremond, F.[Francois], Thonnat, M.[Monique],
An APRIORI-based Method for Frequent Composite Event Discovery in Videos,
CVS06(10).
IEEE DOI Link 0602
BibRef

Moënne-Loccoz, N.[Nicolas], Brémond, F.[François], Thonnat, M.[Monique],
Recurrent Bayesian Network for the Recognition of Human Behaviors from Video,
CVS03(68 ff).
HTML Version. 0306
BibRef

Vu, V.T.[Van-Thinh], Brémond, F.[François], Thonnat, M.[Monique],
Automatic Video Interpretation: A Recognition Algorithm for Temporal Scenarios Based on Pre-compiled Scenario Models,
CVS03(523 ff).
HTML Version. 0306
BibRef
And:
Automatic Video Interpretation: A Novel Algorithm for Temporal Scenario Recognition,
IJCAI03(xx-yy). Joint Conference on Artificial Intelligence, Acapulco, Mexico, 9-15 August 2003 BibRef
Earlier:
Human Behaviour Visualisation and Simulation for Automatic Video Understanding,
WSCG02(485).
PDF Version.
HTML Version. 0209
Specify the characters involved in a scenario, the sub-scenarios and the constraints combining the sub-scenarios. BibRef

Zhang, Z.[Zhang], Huang, K.Q.[Kai-Qi], Tan, T.N.[Tie-Niu],
Comparison of Similarity Measures for Trajectory Clustering in Outdoor Surveillance Scenes,
ICPR06(III: 1135-1138).
WWW Version. 0609
BibRef

Zhang, Z.[Zhang], Huang, K.Q.[Kai-Qi], Tan, T.N.[Tie-Niu],
Complex Activity Representation and Recognition by Extended Stochastic Grammar,
ACCV06(I:150-159).
Springer DOI Link 0601
BibRef

Xin, L.[Lun], Tan, T.N.[Tie-Niu],
Semi-supervised Learning on Semantic Manifold for Event Analysis in Dynamic Scenes,
VS07(1-8).
IEEE DOI Link 0706
BibRef

Xin, L.[Lun], Tan, T.N.[Tie-Niu],
From Motion Patterns to Visual Concepts for Event Analysis in Dynamic Scenes,
ACCV06(I:826-835).
Springer DOI Link 0601
BibRef
Earlier:
Ontology-based hierarchical conceptual model for semantic representation of events in dynamic scenes,
PETS05(57-64).
IEEE DOI Link 0602
BibRef

Shimoide, A.[Alan], Yoon, I.[Ilmi], Fuse, M.[Megumi], Beale, H.C.[Holly C.], Singh, R.[Rahul],
Automated Behavioral Phenotype Detection and Analysis Using Color-Based Motion Tracking,
CRV05(370-377).
IEEE DOI Link 0505
BibRef

Lv, F.J.[Feng-Jun], Nevatia, R.[Ramakant],
Single View Human Action Recognition using Key Pose Matching and Viterbi Path Searching,
CVPR07(1-8).
IEEE DOI Link 0706
BibRef
Earlier:
Recognition and Segmentation of 3-D Human Action Using HMM and Multi-class AdaBoost,
ECCV06(IV: 359-372).
Springer DOI Link 0608
BibRef

Lv, F.J.[Feng-Jun], Song, X.F.[Xue-Feng], Wu, B.[Bo], Singh, V.K.[Vivek Kumar], Nevatia, R.[Ram],
Left-Luggage Detection using Bayesian Inference,
PETS06(xx-yy).
PDF Version. BibRef 0600

Wu, B., Singh, V.K., Kuo, C.H., Zhang, L., Lee, S.C., Nevatia, R.,
CLEAR'07 Evaluation of USC Human Tracking System for Surveillance Videos,
MTPH07(xx-yy).
Springer DOI Link 0705
BibRef

Lv, F.J.[Feng-Jun], Kang, J.M.[Jin-Man], Nevatia, R.[Ram], Cohen, I.[Isaac], Medioni, G.[Gerard],
Automatic Tracking and Labeling of Human Activities in a Video Sequence,
PETS04(xx-yy).
PDF Version. BibRef 0400

Lv, F.J.[Feng-Jun], Nevatia, R.[Ramakant], Lee, M.W.[Mun Wai],
3D Human Action Recognition Using Spatio-temporal Motion Templates,
CVHCI05(120).
Springer DOI Link 0601
BibRef

Pla, F.[Filiberto], Ribeiro, P.[Pedro], Santos-Victor, J.[José], Bernardino, A.[Alexandre],
Extracting Motion Features for Visual Human Activity Representation,
IbPRIA05(I:537).
Springer DOI Link 0509
BibRef

Pierobon, M., Marcon, M., Sarti, A., Tubaro, S.,
Clustering of human actions using invariant body shape descriptor and dynamic time warping,
AVSBS05(22-27).
IEEE DOI Link 0602
BibRef

Ganesh, S.[Sumitra], Bajcsy, R.[Ruzena],
Recognition of Human Actions using an Optimal Control Based Motor Model,
WACV08(1-6).
IEEE DOI Link 0801
BibRef

Jung, S.H.[Sang-Hack], Bajcsy, R.[Ruzena],
Learning Physical Activities in Immersive Virtual Environments,
CVS06(5).
IEEE DOI Link 0602
BibRef

Nguyen, N.T.[Nam T.], Phung, D.Q.[Dinh Q.], Venkatesh, S.[Svetha], Bui, H.H.[Hung H.],
Learning and Detecting Activities from Movement Trajectories Using the Hierarchical Hidden Markov Models,
CVPR05(II: 955-960).
IEEE DOI Link 0507
BibRef

Nguyen, N.T., Venkatesh, S.,
Discovery of Activity Structures using the Hierarchical Hidden Markov Model,
BMVC05(xx-yy).
HTML Version. 0509
BibRef

Connolly, C.I.[Christopher I.], Burns, J.B.[J. Brian], Bui, H.H.[Hung H.],
Recovering Social Networks From Massive Track Datasets,
WACV08(1-8).
IEEE DOI Link 0801
BibRef

Nguyen, N.T., Bui, H.H., Venkatesh, S., West, G.A.W.,
Recognising and monitoring high-level behaviours in complex spatial environments,
CVPR03(II: 620-625).
IEEE Abstract. IEEE Top Reference. 0307
BibRef

Nguyen, N.T., Venkatesh, S., West, G.A.W., Bui, H.H.,
Hierarchical monitoring of people's behaviors in complex environments using multiple cameras,
ICPR02(I: 13-16).
IEEE DOI Link 0211
BibRef

Duong, T.V.[Thi V.], Phung, D.Q.[Dinh Q.], Bui, H.H.[Hung H.], Venkatesh, S.[Svetha],
Human Behavior Recognition with Generic Exponential Family Duration Modeling in the Hidden Semi-Markov Model,
ICPR06(III: 202-207).
WWW Version. 0609
BibRef
Earlier: A1, A3, A2, A4:
Activity Recognition and Abnormality Detection with the Switching Hidden Semi-Markov Model,
CVPR05(I: 838-845).
IEEE DOI Link 0507
BibRef

Ren, J.C., Orwell, J., Jones, G.A.,
Learning Surveillance Tracking Models for the Self-Calibrated Ground Plane,
BMVC02(Poster Session). 0208
BibRef

Wechsler, H., Duric, Z., Li, F.Y.[Fa-Yin],
Hierarchical interpretation of human activities using competitive learning,
ICPR02(II: 338-341).
IEEE DOI Link 0211
BibRef

Menendez, J., Velastin, S.A.,
A Method for Obtaining Neural Network Training Sets in Video Sequences,
VS00(xx-yy). 0102
BibRef

Lee, C.,
Learning Reduced-Dimension Models of Human Actions,
CMU-RI-TR-00-17, May 2000. BibRef 0005 Ph.D.Thesis.
PDF Version. 0102
BibRef

Chapter on Motion -- Feature-Based, Long Range, Motion and Structure Estimates, Tracking, Surveillance, Activities continues in
Abandoned Luggage, Human Safety, Falling, Drowning, Underwater .