Related Papers

This page contains a collection of peer-reviewed journal and conference papers that have cited the MediaMill Challenge. If you are aware of papers that should be included in this compilation, please send a reference to the paper in BibTex format to: cgmsnoek AT uva DOT nl.

Journal papers

 

Cees G. M. Snoek and Arnold W. M. Smeulders. Visual-concept search solved?. IEEE Computer, 43(6), June 2010.

 

Koen E. A. van de Sande, Theo Gevers, and Cees G. M. Snoek. Evaluating color descriptors for object and scene recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2010.

 

G.-J. Qi, X.-S. Hua, Y. Rui, J. Tang, and H.-J. Zhang. Two-dimensional multi-label active learning with an efficient online adaptation model for image classification. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2009.

 

Cees G. M. Snoek and Marcel Worring. Concept-based video retrieval. Foundations and Trends in Information Retrieval, 4(2):215-322, 2009.

 

J. C. van Gemert, C. J. Veenman, and J.-M. Geusebroek. Episode-constrained cross-validation in video concept retrieval. IEEE Transactions on Multimedia, 113(1):48-62, January 2009.

 

G. J. Burghouts and J.-M. Geusebroek. Performance evaluation of local color invariants. Computer Vision and Image Understanding, 113(1):48-62, January 2009.

 

G. Qi, X.-S. Hua, Y. Rui, J. Tang, T. Mei, M. Wang, and H.-J. Zhang. Correlative multilabel video annotation with temporal kernels. ACM Transactions on Multimedia Computing, Communications and Applications, 5(1), January 2009.

 

Z. Gu, T. Mei, X.-S. Hua, J. Tang, and X. Wu. Multi-layer multi-instance learning for video concept detection. IEEE Transactions on Multimedia, 10(8):1605-1616, December 2008.

 

X.-Y. Wei, C.-W. Ngo, and Y.-G. Jiang. Selection of concept detectors for video search by ontology-enriched semantic spaces. IEEE Transactions on Multimedia, 10(6):1085-1096, October 2008.

 

N. Matos and F. Pereira. Automatic creation and evaluation of MPEG-7 compliant summary descriptions for generic audiovisual content. Signal Processing: Image Communication, 23(8):581-598, September 2008.

 

A. G. Hauptmann, M. Christel, and R. Yan. Video retrieval based on semantic concepts. Proceedings of the IEEE, 96(4):602-622, April 2008.

 

J. Wang, L. Duan, Q. Liu, H. Lu, and J. S. Jin. A multimodal scheme for program segmentation and representation in broadcast video streams. IEEE Transactions on Multimedia, 10(3):393-408, April 2008.

 

K.-H. Liu, M.-F. Weng, C.-Y. Tseng, Y.-Y. Chuang, and M.-S. Chen. Association and temporal rule mining for post-filtering of semantic concept detection in video. IEEE Transactions on Multimedia, 10(2):240-251, February 2008.

 

M.-L. Shyu, Z. Xie, M. Chen, and S.-C. Chen. Video semantic event/concept detection using a subspace-based multimedia data mining framework. IEEE Transactions on Multimedia, 10(2):252-259, February 2008.

 

A. G. Hauptmann, R. Yan, W.-H. Lin, M. Christel, and H. Wactlar. Can high-level concepts fill the semantic gap in video retrieval? A case study with broadcast news. IEEE Transactions on Multimedia, 9(5):958-966, August 2007.

 

C. G. M. Snoek, B. Huurnink, L. Hollink, M. de Rijke, G. Schreiber, and M. Worring. Adding semantics to detectors for video retrieval. IEEE Transactions on Multimedia, 9(5):975-986, August 2007.

 

T. Volkmer, J. A. Thom, and S. M. M. Tahaghoghi. Modeling human judgment of digital imagery for multimedia retrieval. IEEE Transactions on Multimedia, 9(5):967-974, August 2007.

Conference papers

 

D. Byrne, A. R. Doherty, C. G. M. Snoek, G. J. F. Jones, and A. F. Smeaton. Validating the detection of everyday concepts in visual lifelogs. In Proceedings of the International Conference on Semantic and Digital Media Technologies, SAMT 2008, Koblenz, Germany, December 3-5, 2008, pages 15-30. Koblenz, Germany, December 2008.

 

B. Huurnink, K. Hofmann, and M. de Rijke. Assessing concept selection for video retrieval. In Proceedings of the ACM International Conference on Multimedia Information Retrieval, pages 459-466. Vancouver, Canada, October 2008.

 

X.-Y. Wei and C.-W. Ngo. Fusing semantics, observability, reliability and diversity of concept detectors for video search. In Proceedings of the ACM International Conference on Multimedia, pages 81-90. Vancouver, Canada, October 2008.

 

M.-F. Weng and Y.-Y. Chuang. Multi-cue fusion for semantic video indexing. In Proceedings of the ACM International Conference on Multimedia, pages 71-80. Vancouver, Canada, October 2008.

 

J. C. van Gemert, J. M. Geusebroek, C. J. Veenman, and A. W. M. Smeulders. Kernel codebooks for scene categorization. In European Conference on Computer Vision, pages 696-709. Marseille, France, October 2008.

 

T. Finley and T. Joachims. Training structural SVMs when exact inference is intractable. In Proceedings of the International Conference on Machine Learning, pages 304-311. Helsinki, Finland, July 2008.

 

J. Adcock, M. Cooper, and J. Pickens. Experiments in interactive video search by addition and subtraction. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 465-474. Niagara Falls, Canada, July 2008.

 

R. Aly, D. Hiemstra, A. de Vries, and F. de Jong. A probabilistic ranking framework using unobservable binary events for video search. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 349-358. Niagara Falls, Canada, July 2008.

 

M. J. Huiskes and M. S. Lew. Performance evaluation of relevance feedback methods. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 239-248. Niagara Falls, Canada, July 2008.

 

A. Ntousias, N. Gioldasis, C. Tsinaraki, and S. Christodoulakis. Rich metadata and context capturing through CIDOC/CRM and MPEG-7 interoperability. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 151-160. Niagara Falls, Canada, July 2008.

 

K. E. A. van de Sande, T. Gevers, and C. G. M. Snoek. A comparison of color features for visual concept classification. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 141-149. Niagara Falls, Canada, July 2008.

 

R. Vezzani, S. Calderara, P. Piccinini, and R. Cucchiara. Smoke detection in video surveillance: The use of visor (video surveillance on-line repository). In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 289-297. Niagara Falls, Canada, July 2008.

 

Y.-T. Zheng, S.-Y. Neo, T.-S. Chua, and Q. Tian. Probabilistic optimized ranking for multimedia semantic concept detection via RVM. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 161-168. Niagara Falls, Canada, July 2008.

 

J. Li, W. Wu, T. Wang, and Y. Zhang. One step beyond histograms: image representation using markov stationary features. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Anchorage, Alaska, June 2008.

 

Y. Lu, L. Zhang, Q. Tian, and W.-Y. Ma. What are the high-level concepts with small semantic gaps?. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Anchorage, Alaska, June 2008.

 

K. E. A. van de Sande, T. Gevers, and C. G. M. Snoek. Evaluation of color descriptors for object and scene recognition. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Anchorage, Alaska, June 2008.

 

R. Ewerth and B. Freisleben. Adapting appearance models of semantic concepts to particular videos via transductive learning. In Proceedings of the ACM SIGMM International Workshop on Multimedia Information Retrieval, pages 187-196. Augsburg, Germany, September 2007.

 

B. Huurnink and M. de Rijke. Exploiting redundancy in cross-channel video retrieval. In Proceedings of the ACM SIGMM International Workshop on Multimedia Information Retrieval, pages 177-186. Augsburg, Germany, September 2007.

 

J. Wang, L. Duan, L. Xu, H. Lu, and J. S. Jin. TV ad video categorization with probabilistic latent concept learning. In Proceedings of the ACM SIGMM International Workshop on Multimedia Information Retrieval, pages 217-226. Augsburg, Germany, September 2007.

 

L. Yang, J. Liu, X. Yang, and X. Hua. Multi-modality web video categorization. In Proceedings of the ACM SIGMM International Workshop on Multimedia Information Retrieval, pages 265-274. Augsburg, Germany, September 2007.

 

Z.J. Zha, T. Mei, Z. Wang, and X.-S. Hua. Building a comprehensive ontology to refine video concept detection. In Proceedings of the ACM SIGMM International Workshop on Multimedia Information Retrieval, pages 227-236. Augsburg, Germany, September 2007.

 

J. Liu, W. Lai, X. Hua, Y. Huang, and S. Li. Video search re-ranking via multi-graph propagation. In Proceedings of the ACM International Conference on Multimedia, pages 208-217. Augsburg, Germany, September 2007.

 

A. Natsev, A. Haubold, J. Tesic, L. Xie, and R. Yan. Semantic concept-based query expansion and re-ranking for multimedia retrieval. In Proceedings of the ACM International Conference on Multimedia, pages 991-1000. Augsburg, Germany, September 2007.

 

G. Qi, X. Hua, Y. Rui, J. Tang, T. Mei, and H. Zhang. Correlative multi-label video annotation. In Proceedings of the ACM International Conference on Multimedia, pages 17-26. Augsburg, Germany, September 2007.

 

X. Wei and C. Ngo. Ontology-enriched semantic space for video search. In Proceedings of the ACM International Conference on Multimedia, pages 981-990. Augsburg, Germany, September 2007.

 

X. Wu, A. G. Hauptmann, and C. Ngo. Novelty detection for cross-lingual news stories with visual duplicates and speech transcripts. In Proceedings of the ACM International Conference on Multimedia, pages 168-177. Augsburg, Germany, September 2007.

 

J. Yang, R. Yan, and A. G. Hauptmann. Cross-domain video concept detection using adaptive svms. In Proceedings of the ACM International Conference on Multimedia, pages 188-197. Augsburg, Germany, September 2007.

 

M. Cooper. Collective media annotation using undirected random field models. In International Conference on Semantic Computing, pages 337-343. Irvine, USA, September 2007.

 

A. W. M. Smeulders, J. C. van Gemert, B. Huurnink, D. C. Koelma, O. de Rooij, K. E. A. van de Sande, C. G. M. Snoek, C. J. Veenman, and M. Worring. Semantic video search. In International Conference on Image Analysis and Processing. Modena, Italy, September 2007.

 

R. Aly, D. Hiemstra, and R. Ordelman. Building detectors to support searches on combined semantic concept. In Proceedings of the SIGIR workshop on Multimedia Information Retrieval, pages 40-45. Amsterdam, The Netherlands, July 2007.

 

R. Ewerth, M. Schwald, and B. Freisleben. Semi-supervised learning for semantic video retrieval. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 154-161. Amsterdam, The Netherlands, July 2007.

 

R. Ewerth and B. Freisleben. Using depth features to retrieve monocular video shots. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 210-217. Amsterdam, The Netherlands, July 2007.

 

A. Hauptmann, R. Yan, and W.-H. Lin. How many high-level concepts will fill the semantic gap in news video retrieval. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 627-634. Amsterdam, The Netherlands, July 2007.

 

B. Huurnink and M. de Rijke. The value of stories for speech-based video search. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 266-271. Amsterdam, The Netherlands, July 2007.

 

M. Koskela and A.F. Smeaton. An empirical study of inter-concept similarities in multimedia ontologies. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 464-471. Amsterdam, The Netherlands, July 2007.

 

X. Li, D. Wang, J. Li, and B. Zhang. Video search in concept subspace: a text-like paradigm. In Proceedings of the ACM International Conference on Image and Video Retrieval, pages 603-610. Amsterdam, The Netherlands, July 2007.

 

C. G. M. Snoek and M. Worring. Are concept detector lexicons effective for video search?. In Proceedings of the IEEE International Conference on Multimedia & Expo, pages 1966-1969. Beijing, China, July 2007.

 

Y. Rui and G.-J. Qi. Learning concepts by modeling relationships. In N. Sebe, Y. Liu, Y. Zhuang, and T.S. Huang, editors, Multimedia Content Analysis and Mining: Proceedings International Workshop, MCAM 2007, Weihai, China, June 30-July 1, 2007., LNCS 4577, pages 5-13. Springer-Verlag, Heidelberg, Germany, July 2007.

 

T. Westerveld and R. van Zwol. Benchmarking multimedia search in structured collections. In Proceedings of the ACM SIGMM International Workshop on Multimedia Information Retrieval, pages 313-320. Santa Barbara, USA, October 2006.

 

J. C. van Gemert, C. G. M. Snoek, C. Veenman, and A. W. M. Smeulders. The influence of cross-validation on video classification performance. In Proceedings of the ACM International Conference on Multimedia, pages 695-698. Santa Barbara, USA, October 2006.