Machine Learning for Multimedia (Image, Text, Music and Cross-Modal) Retrieval

A. Text Classification and Question-answering Systems

1 C Zhiheng Huang, Marcus Thint and Zengchang Qin (2008)

Question classification using head words and their hypernyms

Proceedings of Conference on Empirical Methods on Natural Language Processing (EMNLP 2008), pp. 927-936.
2 C Zengchang Qin, Marcus Thint and Zhiheng Huang (2009)

Ranking answers by hierarchical topic models

International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA/AIE) 2009, LNAI 5579, pp. 103–112, Springer.
3 C Yunkai Zhang and Zengchang Qin (2010)

A topic model of observing Chinese characters

Proceedings of the International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC 2010), Vol. 2, pp. 7-10, IEEE Press.
4 C
   
Qi Zhao and Zengchang Qin (2011)

What is the basic semantic unit of Chinese language – a computational approach based on topic models

Proceedings of International Conference on Mathematics of Language (MOL), LNAI 6878, pp. 143–157, Springer.
5 C



Qi Zhao, Zengchang Qin and Tao Wan (2011)

 Topic modeling of Chinese language using character-word relations

Proceedings of 18th International Conference on Neural Information Processing (ICONIP), Vol. 3, LNCS 7064, pp.139-147.
6 C Sina Lin, Zengchang Qin, Zehua Huang and Tao Wan (2012)

 An efficient minimum vocabulary construction algorithm for language modeling

International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA/AIE 2012), LNCS 7345, pp. 292-301
7 J Zengchang Qin, Yonghui Cong and Tao Wan Qin (2016)

 Topic modeling of Chinese language beyond a bag-of-words

Computer Speech & Language, Vol. 40: pp. 60-78
8 C Tszhang Guo, Bowen Li, Zihao Fu, Tao Wan and Zengchang Qin (2016)

 Learning sentimental weights of mixed-gram terms for classification and visualization

Proceedings of Pacific Rim International Conferences on Artificial Intelligence (PRICAI 16), LNCS 9810, pp. 116-124.



B. Content-based Image Analysis

9 C Tao Wan and Zengchang Qin (2010)

A new technique for summarizing video sequences through histogram evolution

Proceedings of the International Conference on Signal Processing and Communications (SPCOM 2010), Bangalore, India.
10 C Tao Wan, Zengchang Qin (2011)

Statistical multisensor image segmentation in complex wavelet domains

16th International Conference on Image Analysis and Processing
(ICIAP 2011), LNCS 6979, pp. 60-68, Springer.
11 C  

Yu Du, Xueyao Wang, Shi-Ting Wang, Shuangshuang Xue and Zengchang Qin (2011),

Hybrid moving object detection system based on key frame extraction

Proceedings of IEEE Conference on Industrial Electronics and Applications
(ICIEA 2011), pp. 435-439, IEEE Press.

12 C Renjie Liao, Zengchang Qin (2013)

 Image super-resolution using local learnable kernel regression

(ACCV 2012), Part III, LNCS 7726, pp. 349-360.
13 C

Xu Liu, Zengchang Qin, Xiaofan Zhang and Tao Wan (2013)

 Color saliency model based on mean shift segmentation

(ICASSP 2013), pp. 2104-2108.
14 C
Tao Wan, Zengchang Qin, Chenchen Zhu and Renjie Liao (2013)

 Color saliency model based on mean shift segmentation

(ICASSP 2013), pp. 1957-1961.
15 J
Tao Wan, Chenchen Zhu and Zengchang Qin (2013) 

Multifocus image fusion based on robust principal component analysis

Pattern Recognition Letters 34 (9): 1001-1008.

16 C Xiaofan Zhang, Zengchang Qin, Xu Liu and Tao Wan (2013)

What color is an object?

 (VCIP 2013), pp. 1-5. 
17 C Chuang Gan, Zengchang Qin, Jia Xu and Tao Wan (2013)

Salient object detection in image sequences via spatial-temporal cue

 (VCIP 2013), pp. 1-5. 



C. Sound and Music Retrieval

18 c Zengchang Qin, Wei Liu and Tao Wan (2013)

 A bag-of-tones model with MFCC features for musical genre classification

 (ADMA 2013), pp. 564-575.  
19 C

 		 Hanqing Zhao, Zengchang Qin (2014)

TuneRank model for main melody extraction form multi-part musical scores

 (IHMSC 2014), pp. 176-180. 
20 C

Hanqing Zhao, Zengchang Qin, Yiyu Wang and Yuxiao Wang (2015)

A Bag-of-phonemes Model for homeplace classification of Mandarin speakers

 Iberian Conf. on Pattern Recognition and Image Analysis (IbPRIA 2015), LNCS 9117, pp. 683-690. 



D. Semantic Modeling of Cross-modal Information

21 C

Weifeng Zhang, Zengchang Qin and Tao Wan (2011)

Image scene categorization using multi bag-of-features model

Proceedings of the International Conference on Machine Learning and Cybernetics (ICMLC 2011), pp. 1804-1808, IEEE Press.
22 C
Weifeng Zhang, Zengchang Qin and Tao Wan (2012)

Semi-automatic image annotation using sparse coding

International Conference on Machine Learning and Cybernetics (ICMLC 2012), pp. 720-724.
23 C

Xiaoli Yuan, Jing Yu, Zengchang Qin and Tao Wan (2011)

A bag-of-features model with integrated SIFT-LBP features for content-based image retrieval

Proceedings of the International Conference on Image Processing (ICIP 2011), pp. 1061-1064.
24 C   Jing Yu, Yonghui Cong, Zengchang Qin and Tao Wan (2012)

 Cross-modal topic correlations for multimedia retrieval

International Conference on Pattern Recognition (ICPR 2012),
pp. 246-249.
25 C Yonghui Cong, Zengchang Qin, Jing Yu and Tao Wan (2012)

 Cross-modal information retrieval - a case study on Chinese Wikipedia

 (ADMA 2012), LNCS 7713, pp. 15-26.
26 C Renjie Liao , Jun Zhu and Zengchang Qin (2014)

Nonparametric Bayesian upstream supervised multi-modal topic models

(WSDM 2014), pp. 493-502.


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