Human action recognition under Log-Euclidean Riemannian metric

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5994 LNCS, Issue PART 1, 2010, Pages 343-353

  Yuan, Chunfeng ^a   Hu, Weiming ^a   Li, Xi ^a   Maybank, Stephen ^b   Luo, Guan ^a  

^a INSTITUTE OF AUTOMATION   (China)

^b UNIVERSITY OF LONDON   (United Kingdom)

Author keywords

Action recognition; EMD; Log Euclidean Riemannian metric; Spatio temporal descriptor

Indexed keywords

ACTION RECOGNITION; COVARIANCE MATRICES; DATA SETS; DESCRIPTORS; DIFFERENT SIZES; DISTANCE MEASURE; EARTH MOVER'S DISTANCE; EMD; EUCLIDEAN DISTANCE; EUCLIDEAN SPACES; HUMAN-ACTION RECOGNITION; LOG-EUCLIDEAN; LOW-LEVEL FEATURES; RIEMANNIAN METRICS; ROBUST PERFORMANCE; SELF-CORRELATION; SPATIO-TEMPORAL; VIDEO SEQUENCES;

COMPUTER VISION; FEATURE EXTRACTION; GESTURE RECOGNITION; VIDEO RECORDING;

COVARIANCE MATRIX;

EID: 78650456049     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-12307-8_32     Document Type: Conference Paper

References (21)

1. Arsigny, V., Fillard, P., Pennec, X., Ayache, N.: Geometric Means in a Novel Vector Space Structure on Symmetric Positive-Definite Matrices. SIAM J. Matrix Anal. Appl., 328-347 (2007)
2. Schuldt, C., Laptev, I., Caputo, B.: Recognizing Human Actions: A Local SVM Approach. In: ICPR, pp. 32-36 (2004)
3. Laptev, I., Marszałek, M., Schmid, C., Rozenfeld, B.: Learning realistic human actions from movies. In: CVPR (2008)
4. Niebles, J., Wang, H., Fei-Fei, L.: Unsupervised Learning of Human Action Categories Using Spatial Temporal Words. In: IJCV, pp. 299-318 (2008)
5. Yan, K., Sukthankar, R., Hebert, M.: Efficient Visual Event Detection using Volumetric Features. In: ICCV, pp. 166-173 (2005)
6. Lucena, M.J., Fuertes, J.M., Blanca, N.P.: Human Motion Characterization Using Spatio-temporal Features. In: Martí, J., Benedí, J.M., Mendonça, A.M., Serrat, J. (eds.) IbPRIA 2007. LNCS, vol. 4477, pp. 72-79. Springer, Heidelberg (2007)
7. Dollár, P., Rabaud, V., Cottrell, G., Belongie, S.: Behavior Recognition Via Sparse spatio-temporal Features. In: 2nd Joint IEEE International Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance, pp. 65-72 (2005)
8. Wong, S., Cipolla, R.: Extracting Spatiotemporal Interest Points using Global Information. In: ICCV, pp. 1-8 (2007)
9. Mikolajczyk, K., Schmid, C.: A performance evaluation of local descriptors. PAMI 27(10), 615-1630 (2005)
10. Li, X., Hu, W., Zhang, Z., Zhang, X., Zhu, M., Cheng, J.: Visual Tracking Via Incremental Log-Euclidean Riemannian Subspace Learning. In: CVPR (2008)
11. Kadir, T., Zisserman, A., Brady, M.: An Affine Invariant Salient Region Detector. In: Pajdla, T., Matas, J(G.) (eds.) ECCV 2004. LNCS, vol. 3021, pp. 228-241. Springer, Heidelberg (2004) (Pubitemid 38699512)
12. Fathi, A., Mori, G.: Action Recognition by Learning Mid-level Motion Features. In: CVPR (2008)
13. Rubner, Y., Tomasi, C., Guibas, L.J.: A metric for distributions with applications to image databases. In: ICCV, pp. 59-66 (1998)
14. Yan, K., Sukthankar, R.: PCA-SIFT: A More Distinctive Representation for Local Image Descriptors. In: CVPR, pp. 506-513 (2004)
15. Rubner, Y., Tomasi, C., Guibas, L.J.: The Earth Mover's Distance as a Metric for Image Retrieval. IJCV 40(2), 99-121 (2000) (Pubitemid 32136368)
16. Tuzel, O., Porikli, F., Meer, P.: Region Covariance: A Fast Descriptor for Detection and Classification. In: Leonardis, A., Bischof, H., Pinz, A. (eds.) ECCV 2006. LNCS, vol. 3952, pp. 589-600. Springer, Heidelberg (2006) (Pubitemid 44029757)
17. Liu, J., Ali, S., Shah, M.: Recognizing Human Actions Using Multiple Features. In: CVPR (2008)
18. Jia, K., Yeung, D.: Human Action Recognition using Local Spatio-Temporal Discriminant Embedding. In: CVPR (2008)
19. Perronnin, F.: Universal and Adapted Vocabularies for Generic Visual Categorization. PAMI 30(7), 1243-1256 (2008)
20. Wang, L., Suter, D.: Recognizing Human Activities from Silhouettes: Motion Subspace and Factorial Discriminative Graphical Model. In: CVPR (2007)
21. Liu, J., Shah, M.: Learning Human Actions via Information Maximazation. In: CVPR (2008)