Journal Articles

1.      Yi Yu, Suhua Tang, Kiyoharu Aizawa, Akiko Aizawa, “Category-Based Deep CCA for Fine-Grained Venue Discovery from Multimodal Data,” https://ieeexplore.ieee.org/document/8432497/, accepted by IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2018.

2.      Yi Yu, Suhua Tang, Francisco Raposo, Lei Chen, “Deep Cross-Modal Correlation Learning for Audio and Lyrics in Music Retrieval,” accepted by ACM Transaction on Multimedia Computing Communication and Applications (ACMTOMM), 2018.

3.      Junjun Jiang, Yi Yu, Zheng Wang, Xianming Liu, Jiayi Ma, “Graph-Regularized Locality-Constrained Joint Dictionary and Residual Learning for Face Sketch Synthesis,”, accepted by IEEE Transactions on Image Processing, 2018.

4.      Junjun Jiang, Yi Yu, Suhua Tang, Jiayi Ma, Akiko Aizawa, Kiyoharu Aizawa, “Context-Patch Face Hallucination based on Thresholding Locality-constrained Representation and Reproducing Learning,”, accepted by IEEE Transactions on Cybernetics 2018.

5.      Zheng Wang, Junjun Jiang,Yi Yu, Shin'ichi Satoh, “Incremental Re-identification by Cross-Direction and Cross-Ranking Adaption”, accepted by IEEE Transactions on Multimedia 2019.

6.      Junjun Jiang,Jiayi Ma, Suhua Tang, Yi Yu, Kiyoharu Aizawa, “Face hallucination through differential evolution parameter map learning with facial structure prior”, accepted by Journal of Information Sciences 2019.

7.      Zheng Wang, Ruimin Hu, Chen Chen, Yi Yu, Junjun Jiang, Chao Liang, Shin’ichi Satoh, “Person Re-identification via Discrepancy Matrix and Matrix Metric”, accepted by IEEE Transactions on Cybernetics 2017.

8.      Zhifeng Bao, Yi Yu, Jian Shen, Zhangjie Fu, A Query Refinement Framework for Xml Keyword Search, Journal of World Wide Web (2017). doi:10.1007/s11280-017-0447-z, https://link.springer.com/article/10.1007/s11280-017-0447-z.

9.      Junjun Jiang, Chen Chen, Yi Yu, Xinwei Jiang, Jiayi Ma, “Spatial-Aware Collaborative Representation for Hyperspectral Remote Sensing Image Classification”, accepted by IEEE Geoscience and Remote Sensing Letters 2017, http://ieeexplore.ieee.org/document/7820148/, DOI: 10.1109/LGRS.2016.2645708.

10.  Mang Ye, Chao Liang, Yi Yu, Zheng Wang,  “Person Re-identification via Ranking Aggregation of Similarity Pulling and Dissimilarity Pushing”, IEEE Transactions on Multimedia, Vol. 18, No. 12, pp.2553-2566, 2016.

11.  Rajiv Ratn Shah, Yi Yu, Akshay Verma, Suhua Tangd, Anwar Dilawar Shaikhe, Roger Zimmermann, “Leveraging Multimodal Information for Event Summarization and Concept-level Sentiment Analysis”, http://dx.doi.org/10.1016/j.knosys.2016.05.022, Knowledge-Based Systems, ELSEVIER.

12.  Zheng Wang, Ruimin Hu, Chao Liang, Yi Yu, Junjun Jiang, Many Ye, Jun Chen, Qingming Leng, “ Zero-shot Person Re-identification visa Cross-view Consistency”, IEEE Transaction on Multimedia, Vol. 18, No. 2, pp.260-272, 2016.

13.  Yifang Yin, Yi Yu, and Roger Zimmermann, “On Generating Content-Oriented Geo Features for Sensor-Rich Outdoor Video Search”, IEEE Transaction on Multimedia, Vol. 17, No. 10, pp.1760-1772, 2015.

14.  Suhua Tang, Yi Yu, Roger Zimmermann, and Sadao Obana, “Efficient Geo-fencing via Hybrid Hashing: A combination of Bucket Selection and In-bucket Binary Search,’’ Pdf, accepted by ACM Transactions on Spatial Algorithms and Systems, 2015.

15.  Yi Yu, Roger Zimmermann, and Suhua Tang, “Social Interactions over Location-Aware Multimedia Systems”, Pdf, a chapter in the book “Multimedia data mining and analytics—disruptive innovation,” (edited by A. Baughman, J. Gao, J.-Y. Pan, V. Petrushin, Springer), pp.117-146, 2015.

16.  Yi Yu, Roger Zimmermann, Ye Wang, and Vincent Oria, “Scalable Content-Based Music Retrieval Using Chord Progression Histogram and Tree-Structure LSH”, IEEE Transaction on Multimedia, Vol. 15, No. 8, pp.1969-1981, 2013..

17.  Zhonghua Li, Bingjun Zhang, Yi Yu, jialie Shen, Ye Wang, “Query-Document-Dependent Fusion: a Case Study of Multimodal Music Retrieval”, IEEE Transaction on Multimedia, Vol. 15, No. 8, pp.1830-1942, 2013.

18.  Luming Zhang, , , , Wang, Li,
A Probabilistic Associative Model for Segmenting Weakly Supervised Images. IEEE Transactions on Image Processing 23(9): 4150-4159 ().

19.  Yi Yu, Kazuki Joe, Vincent Oria, Fabian Moerchen, J. Stephen Downie and Lei Chen, “Multi-Version Music Search Using Acoustic Feature Union and Exact Soft mapping,” International Journal of Semantic Computing (IJSC), Volume 3, Issue 2, Pdf, pp. 209-234, 2009.

20.  Yi Yu, Kazuki Joe, and J. Stephen Downie, “Efficient query-by-content audio retrieval by locality sensitive hashing and partial sequence comparison,” IEICE Transaction on Information and System, vol. E91-D, no.6, pp. 1730-1739, Jun. 2008.

Conference Papers

21.  Sein Minn, Yi Yu, Michel Desmarais, Feida Zhu, and Jill-Jenn Vie, “Deep Knowledge Tracing and Dynamic Student Classification for Knowledge Tracing”, accepted by the 2018 IEEE International Conference on Data Mining (ICDM'18).

22.  Yi Yu, Samuel Beuret, Donghuo Zeng, Keizo Oyama, “Deep Learning of Human Perception in Audio Event Classification”, accepted by IEEE ISM2018.

23.  Donghuo Zeng, Yi Yu, Keizo Oyama, “Audio-Visual embedding for cross-modal music video retrieval through Supervised Deep CCA”, accepted by IEEE ISM2018.

24.  Junjun Jiang,Yi Yu, Jinhui Hu, Suhua Tang, Jiayi Ma, “Deep CNN Denoiser and Multi-layer Neighbor Component Embedding for Face Hallucination”, accepted by International Joint Conference on Artificial Intelligence (IJCAI) 2018.

25.  Junjun Jiang, Yi Yu, Zheng Wang, Jiayi Ma, “Residual Learning for Face Sketch Synthesis”, accepted by ICASSP2018.

26.  Wenjun Huang, Chao Liang, Yi Yu, Zheng Wang, Weijian Ruan, Ruimin Hu, “Video-based Person Re-identification Self Paced Weighting”, accepted by AAAI 2018.

27.  Yi Yu, Suhua Tang, Kiyoharu Aizawa, Akiko Aizawa, “VenueNet: Fine-Grained Venue Discovery by Deep Correlation Learning,” accepted by IEEE ISM2017.

28.  Zheng Wang, Ruimin Hu, Yi Yu, Junjun Jiang, Jiayi Ma, Shin'Ichi Satoh,  “Statistical Inference of Gaussian-Laplace Distribution for Person Verification”, accepted by ACM Multimedia (MM) 2017.

29.  Chunlin Zhong, Yi Yu, Suhua Tang, Shin’ichi Satoh, Kai Xing, “Deep Multi-Label Hashing for Large-Scale Visual Search Based on Semantic Graph,” accepted by APWeb-WAIM Joint Conference  on Web and Big Data 2017 (best paper runner up).

30.  Junjun Jiang, Yi Yu, Suhua Tang, Jiayi Ma, Guo-Jun Qi, Akiko Aizawa, “Context-Patch based Face Hallucination via Thresholding Locality-Constrained Representation with Reproducing Learning”, accepted by IEEE International Conference on Multimedia and Expo (ICME) 2017 (finalist of the World’s First 10K best paper award).

31.  Soo-Chang Pei, Mei-Shuo Chen, Yi Yu, Suhua Tang, Chunlin Zhong, “Compact LBP and WLBP Descriptor with Magnitude and Direction Difference for Face Recognition”, accepted by IEEE International Conference on Image Processing (ICIP) 2017.

32.  Zheng Wang, Ruimin Hu, Yi Yu, Chao Liang, and Chen Chen, “TAICHI Distance for Person Re-identification,” accepted by IEEE International Conference on Acoustics, Speech and Signal Processing 2017.

33.  Tian Huat Tan, Yinxing Xue, Manman Chen, Shuang Liu, Yi Yu, Jun Sun, “JSFox: Integrating Static and Dynamic Type Analysis of JavaScript Programs, ”accepted by 39th International Conference on Software Engineering (ICSE 2017).

34.  Rajiv Ratn Shah, Yi Yu, Suhua Tang, Shin’ichi Satoh,  Akshay Verma, Roger Zimmermann, “Concept-Level Multimodal Ranking of Flickr Photo Tags via Recall Based Weighting”, accepted to the Multimedia COMMONS Workshop at ACM Multimedia 2016.

35.  Zheng Wang, Ruimin Hu, Yi Yu, Chao Liang. “Scale-adaptive Low-resolution Person Re-identification via Learning a Discriminating Surface”, the 25th International Joint Conference on Artificial Intelligence (IJCAI), 2016, pp.2669-2675.

36.  Rajiv Ratn Shah, Anupam Samanta, Deepak Gupta, Yi Yu, Suhua Tang, Roger Zimmermann, “PROMPT: Personalized User Tag Recommendation for Social Media Photos Leveraging Personal and Social Contexts”, IEEE International Symposium on Multimedia, 2016, pp.486-492.

37.  Amir Hossein Nabizadeh Rafsanjani, Alípio Mário Guedes Jorge, Suhua Tang, and Yi Yu, “Predicting User Preference Based on Matrix Factorization by Exploiting Music Attributes”, accepted by Ninth International C* Conference on Computer Science & Software Engineering (C3S2E), 2016.

38.  Subhasree Basu, Yi Yu, and Roger Zimmermann, “Fuzzy Clustering of Lecture Videos Based on Topic Modeling”, accepted by 14th Workshop on Content-Based Multimedia Indexing (CBMI), 2016.

39.  Subhasree Basu, Yi Yu, Vivek K. Singh, and Roger Zimmermann, “VIDEOPEDIA: Lecture Video Recommendation for Educational Blogs Using Topic Modeling”, The 22th International Conference on Multimedia Modeling (MMM’16), 2016, pp.238-250.

40.  Rajiv Ratn Shah, Mohamed Hefeeda, Roger Zimmermann, Khaled Harras, Cheng-Hsin Hsu, and Yi Yu, “NEWSMAN: Uploading Videos over Adaptive Middleboxes to News Servers InWeak Network Infrastructures”, The 22th International Conference on Multimedia Modeling (MMM’16), 2016, pp.100-113.

41.  Wenxin Huang, Ruimin Hu, Chao Liang, Yi Yu, Zheng Wang, Xian Zhong, Chunjie Zhang, “Camera network based person re-identification by leveraging spatial-temporal constraint and multiple cameras relations”, The 22th International Conference on Multimedia Modeling (MMM’16), 2016, pp.174-186.

42.  Zheng Wang, Ruimin Hu, Yi Yu, Chao Liang, and Wenxin Huang, “Multi-Level Fusion for Person Re-identification with Incomplete Marks”, ACM international conference on Multimedia (ACM MM’15), 2015, pp.1267-1270.

43.  Rajiv Ratn Shah, Anwar Shaikh, Yi Yu, Wenjing Geng, Roger Zimmermann, and Gangshan Wu, “EventBuilder: Real-time Multimedia Event Summarization by Visualizing Social Media”, accepted by ACM international conference on Multimedia (ACM MM’15), 2015, pp.185-188. Runner up in Yahoo Flickr Grand Challenge 2015.

44.  Rajiv Ratn Shah, Yi Yu, Anwar Shaikh, and Roger Zimmermann, “TRACE: A linguistic-based approach for automatic lecture video segmentation leveraging Wikipedia texts”, The IEEE International Symposium on Multimedia, 2015, pp.217-220.

45.  Lei Yao, Jun Chen, Yi Yu, Zheng Wang, Wenxin Huang, Mang Ye, and Ruimin Hu, “Adaptive Margin Nearest Neighbor for Person Re-identification”, Pacific-Rim conference on Multimedia (PCM’15), 2015, pp.75-84.

46.  Rajiv Ratn Shah, Yi Yu, and Roger Zimmermann. “ADVISOR - Personalized Video Soundtrack Recommendation by Late Fusion with Heuristic Rankings”, Pdf, ACM international conference on Multimedia (ACM MM’14), 2014, pp.607-616. (Codes are available)

47.  Yi Yu, Suhua Tang, Roger Zimmermann, and Kiyoharu Aizawa. “Empirical Observation of User Activities: Check-ins, Venue Photos and Tips in Foursquare”, Pdf, WISMM in ACM MM, 2014, pp.31-34. (Codes and Data are available)　Tips (NYC, LA) (Singapore and Nanjing)

48.  Subhasree Basu, Yi Yu, and Roger Zimmermann. “Student Performance Evaluation of Multimodal Learning via a Vector Space Model”, Pdf, WISMM in ACM MM, 2014, pp.27-30. (Codes are available)

49.  Rajiv Ratn Shah, Yi Yu, Anwar Shaikh, Suhua Tang, and Roger Zimmermann. “ATLAS: Automatic Temporal Segmentation and Annotation of Lecture Videos based on Modelling Transition Time”, Pdf, ACM international conference on Multimedia (ACM MM’14), 2014, pp.209-212.

50.  Rajiv Ratn Shah, Yi Yu, and Roger Zimmermann. “User Preference-Aware Video Generation Based on Modeling Scene Moods”, in Proc. ACM MMSys 2014, 2014, pp.156-159.

51.  Yi Yu, Kiyoharu Aizawa, Toshihiko Yamasaki and Roger Zimmermann. “Emerging Topics on Personalized and Localized Multimedia Information Systems”, Pdf, a full-day tutorial in ACM international conference on Multimedia (ACM MM’14), pp.1233-1234.

52.  Roger Zimmermann, Yi Yu. “WISMM14 -- First International Workshop on Internet-Scale Multimedia Management”, ACM MM, 2014, pp.1257-1258. Workshop summary

53.  Yi Yu, Suhua Tang, Roger Zimmermann. “Edge-Based Locality Sensitive Hashing for Efficient Geo-Fencing Application”, Pdf, pp.576-579, in Proc. ACM SIGSPATIAL GIS 2013 (ACM GIS Cup 13). Slides

54.  Roger Zimmermann, Yi Yu. “Social Interactions over Geographic-Aware Multimedia Systems,” (ACM MM13), pp.1115-1116, 2013.

55.  Yi Yu, Roger Zimmermann, Ye Wang, and Vincent Oria, “Recognition and Summarization of Chord Progressions and Their Application to Music Information Retrieval”, in Proc. IEEE International Symposium on Multimedia (IEEE ISM’12), Pdf,  pp.9-16, Best paper award 2012. (Codes and Data are available)

56.  Yi Yu, Zhijie Shen, Roger Zimmermann, “Automatic Music Soundtrack Generation for Outdoor Videos from Contextual Sensor Information”, in Proc. ACM international conference on Multimedia (ACM MM12), Multimedia Grand Challenge, Pdf, pp.1377-1378, 2012.

57.  Yi Yu, Michel Crucianu, Vincent Oria, and Ernesto Damiani, “Combing Multi-Probe Histogram and Order-Statistics Based LSH for Scalable Audio Content Retrieval,” in Proc. ACM international conference on Multimedia (ACM MM10), Pdf, pp.381-390, 2010. (17%)

58.  Yi Yu, Vincent Oria, and J. Stephen Downie, “Recommender System for MIR Research Community”, Pdf, JCDL2010, pp. 409-410, 2010.

59.  Yi Yu, Michel Crucianu, Vincent Oria, and Lei Chen, “Local Summarization and Multi-Level LSH for Retrieving Multi-Variant Audio Tracks,” in Proc. ACM international conference on Multimedia (ACM MM09), Pdf, pp.341-350, 2009. (16%)

60.  Yi Yu, J. Stephen Downie, Lei Chen, Vincent Oria, and Kazuki Joe, “Searching musical datasets by a batch of multi-variant tracks,” in Proc. ACM international conference on Multimedia Information Retrieval (ACM MIR’08), Pdf, 2008, pp. 121-127. (21%)

61.  Yi Yu, J. Stephen Downie, Fabian Moerchen, Lei Chen, Kazuki Joe, and Vincent Oria, “COSIN: content-based retrieval system for cover songs,” in Proc. ACM international conference on Multimedia (ACM MM’08), 2008, pp. 987-988.

62.  Yi Yu, J. Stephen Downie, Fabian Moerchen, Lei Chen, and Kazuki Joe, “Using exact locality sensitive mapping to group and detect audio-based cover songs,” in Proc. IEEE International Symposium on Multimedia (IEEE ISM’08), Pdf, 2008, pp. 302-309. (24%)

63.  Yi Zhuang, Yueting Zhuang, Qing Li, Lei Chen, and Yi Yu, “Indexing high-dimensional data in dual distance spaces: a symmetrical encoding approach,” in Proc. International Conference on Extending Database Technology (EDBT’08), 2008, pp. 241-251.

64.  Yi Yu, J. Stephen Downie, and Kazuki Joe, “An evaluation of feature extraction for query-by-content audio information retrieval,” in Proc. 9th IEEE International Symposium on Multimedia Workshops (ISMW), 2007, pp. 297-302.

65.  Yi Yu, Masami Takata, and Kazuki Joe, “Similarity searching techniques in content-based audio retrieval via hashing,” in Proc. 13th International Multimedia Modeling Conference (MMM’07), LNCS4351, vol. 1, 2007, pp. 397-407.

66.  Yi Yu, Masami Takata, and Kazuki Joe, “Index-based similarity searching with partial sequence comparison for query-by-content audio retrieval,” in Proc. LSAS06, Workshop on Learning Semantics of Audio Signals, 2006, pp. 76-86.

67.  Yi Yu, Chiemi Watanabe, and Kazuki Joe, “Towards a fast and efficient match algorithm for content-based music retrieval on acoustic data,” in Proc. 6th International Conference on Music Information Retrieval, 2005, pp. 696-701.

 

PhD Forum and Other Technique Presentations

68.  Yi Yu, “Scalable content-based music retrieval on acoustic datasets via hashing,” in Ph.D. Forum section, Grace Hopper Conference of Women in Computing (GHC), Keystone Resort, Colorado 2008.

69.    Yi Yu and Kazuki Joe, “A federated feature for query-by-content audio retrieval,” GHC 2008

70.  Yi Yu, “Content-based audio retrieval via hashing,” IMIRSEL at UIUC USA, July 2007.

71.  Yi Yu, Chiemi Watanabe, and Kazuki Joe, “Query-by-example music retrieval modeling based on spectral correlation,” IPSJ-SIG Technical Report, Kyoto Japan, September 2005.