Publications 2012

Journals

1. Ed Chang, Shih-Fu Chang, Alex Hauptmann, Thomas Huang, Malcolm Slaney. Web-Scale Multimedia Processing and Applications. Proceedings of the IEEE, September 2012.
2. Anna Choromanska, Shih-Fu Chang, Rafael Yuste. Automatic reconstruction of neural morphologies with multi-scale graph-based tracking. Frontiers in Neural Circuits, 6, 2012.
3. Yu-Gang Jiang, Qi Dai, Jun Wang, Chong-Wah Ngo, Xiangyang Xue, Shih-Fu Chang. Fast Semantic Diffusion for Large Scale Context-Based Image and Video Annotation. IEEE Transactions on Image Processing, 21:3080-3091, 2012.
4. Namwon Kim, Zhenguo Li, Cedric Hurth, Frederic Zenhausern, Shih-Fu Chang, Daniel Attinger. Identification of fluid and substrate chemistry based on automatic pattern recognition of stains. Analytical Methods, January 2012.
5. Wei Liu, Jun Wang, Shih-Fu Chang. Robust and Scalable Graph-Based Semisupervised Learning. Proceedings of the IEEE, 2012.
6. Jun Wang, Sanjiv Kumar, Shih-Fu Chang. Semi-Supervised Hashing for Large Scale Search. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 2012.

Book Chapters

1. Tian-Tsong Ng, Shih-Fu Chang. Discrimination of Computer Synthesized or Recaptured Images from Real Images. In Digital Image Forensics, pp. 275-309, Springer, 2012.

Conferences

1. Liangliang Cao, Yadong Mu, Natsev Apostol, Shih-Fu Chang, Gang Hua, John R. Smith. Scene Aligned Pooling for Complex Video Recognition. In European Conference on Computer Vision (ECCV), 2012.
2. Liangliang Cao, Zhenguo Li, Yadong Mu, Shih-Fu Chang. Submodular Video Hashing: A Unified Framework Towards Video Pooling and Hashing. In ACM Multimedia, Nara, Japan, November 2012.
3. Lixin Duan, Dong Xu, Shih-Fu Chang. Exploiting Web Images for Event Recognition in Consumer Videos: A Multiple Source Domain Adaptation Approach. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012.
4. Junfeng He, Sanjiv Kumar, Shih-Fu Chang. On the Difficulty of Nearest Neighbor Search. In International Conference on Machine Learning (ICML), Edinburgh, Scotland, 2012.
5. Junfeng He, Jinyuan Feng, Xianglong Liu, Tao Cheng, Tai-Hsu Lin, Hyunjin Chung, Shih-Fu Chang. Mobile Product Search with Bag of Hash Bits and Boundary Reranking. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012.
6. Jae-Pil Heo, YoungWoon Lee, Junfeng He, Shih-Fu Chang, Sung-eui Yoon. Spherical Hashing. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012.
7. I-Hong Jhuo, Dong Liu, D.T. Lee, Shih-Fu Chang. Robust Visual Domain Adaptation with Low-Rank Reconstruction. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012.
8. Zhenguo Li, Xiao-Ming Wu, Shih-Fu Chang. Segmentation Using Superpixels: A Bipartite Graph Partitioning Approach. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012.
9. Dong Liu, Guangnan Ye, Ching-Ting Chen, Shuicheng Yan, Shih-Fu Chang. Hybrid Social Media Network. In Proceeding of ACM International Conference on Multimedia (ACM MM), 2012.
10. Wei Liu, Jun Wang, Yadong Mu, Sanjiv and Chang, Shih-Fu Kumar. Compact Hyperplane Hashing with Bilinear Functions. In International Conference on Machine Learning (ICML), Edinburgh, Scotland, 2012.
11. Xianglong Liu, Yadong Mu, Bo Lang, Shih-Fu Chang. Compact Hashing for Mixed Image-Keyword Query over Multi-Label Images. In ACM International Conference on Multimedia Retrieval (ICMR), 2012.
12. Wei Liu, Jun Wang, Rongrong Ji, Yu-Gang Jiang, Shih-Fu Chang. Supervised Hashing with Kernels. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR) (Oral session), 2012.
13. Yadong Mu, John Wright, Shih-Fu Chang. Accelerated Large Scale Optimization by Concomitant Hashing. In European Conference on Computer Vision (ECCV), 2012.
14. Xiao-Ming Wu, Zhenguo Li, Anthony Man-Cho So, John Wright, Shih-Fu Chang. Learning with Partially Absorbing Random Walks. In Proceedings of Annual Conference on Neural Information Processing Systems (NIPS), Lake Tahoe, NV, USA, 2012.
15. Guangnan Ye, I-Hong Jhuo, Dong Liu, Yu-Gang Jiang, D.T. Lee, Shih-Fu Chang. Joint Audio-Visual Bi-Modal Codewords for Video Event Detection. In ACM International Conference on Multimedia Retrieval (ICMR), 2012.
16. Guangnan Ye, Dong Liu, I-Hong Jhuo, Shih-Fu Chang. Robust Late Fusion with Rank Minimization. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012.
17. Felix Yu, Rongrong Ji, Ming-Hen Tsai, Guangnan Ye, Shih-Fu Chang. Weak Attributes for Large-Scale Image Retrieval. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012.

Technical Reports

1. Felix Yu, Rongrong Ji, Ming-Hen Tsai, Guangnan Ye, Shih-Fu Chang. Experiments of Image Retrieval Using Weak Attributes. Computer Science Department Technical Report # CUCS 005-12 (2012) Columbia University, 2012.

Thesis

1. Wei Liu. Large-Scale Machine Learning for Classification and Search. PhD Thesis Graduate School of Arts and Sciences, Columbia University, 2012.

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