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title: Yangqing Jia - publications
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<h3>Publication List </h3>

<h5>Conference Papers</h5>
<ul>
<li><p>
  Y. Jia, J. Abbott, J. Austerweil, T. Griffiths, T. Darrell. Visual Concept Learning: Combining Machine Vision and Bayesian Generalization on Concept Hierarchies. NIPS 2013.
  <a href="#">[PDF coming soon]</a>
</p></li>
<li><p>
  Y. Jia, T. Darrell. Latent Task Adaptation with Large-scale Hierarchies. ICCV 2013.
  <a href="#">[PDF coming soon]</a>
</p></li>
<li><p>
  Y. Jia, M. Han. Category Independent Object-level Saliency Detection. ICCV 2013.
  <a href="#">[PDF coming soon]</a>
</p></li>
<li><p>
  S. Guadarrama, L. Riano, D. Golland, D. Gohring, Y. Jia, D. Klein, P. Abbeel, T. Darrell. Grounding Spatial Relations for Human-Robot Interaction. IROS 2013.
  <a href="#">[PDF coming soon]</a>
</p></li>
<li><p>
  Y. Jia, O. Vinyals, T. Darrell. On Compact Codes for Spatially Pooled Features. ICML 2013.
  <a href="http://jmlr.org/proceedings/papers/v28/jia13.pdf">[PDF]</a>
</p></li>
<li><p>
  O. Vinyals, Y. Jia, T. Darrell. Why size Matters: Feature Coding as Nystrom Sampling. ICLR 2013 (short paper).
  <a href="http://arxiv.org/abs/1301.5348">[arXiv]</a>
</p></li>
<li><p>
  O. Vinyals, Y. Jia, L. Deng, T. Darrell. Learning with Recursive Perceptual Representations. NIPS 2012.
  <a href="http://books.nips.cc/papers/files/nips25/NIPS2012_1290.pdf">[PDF]</a>
</p></li>
<li><p>
  S. Virtanen, Y. Jia, A. Klami, T. Darrell. Factorized Multi-modal Topic Model. UAI 2012.
  <a href="assets/pdf/uai12_factorize.pdf">[PDF]</a>
  <a href="wikipedia/">[Dataset]</a>
</p></li>
<li><p>
  Y. Jia, C. Huang, T. Darrell. Beyond Spatial Pyramids: Receptive Field Learning for Pooled Image Features. CVPR 2012.
  <a href="assets/pdf/cvpr12_pooling.pdf">[PDF]</a>
  <a href="assets/pdf/cvpr12_pooling_slides.pdf">[slides]</a>
</p></li>
<li><p>
  Y. Jia, T. Darrell. Heavy-tailed Distances for Gradient Based Image Descriptors. NIPS 2011.
  <a href="assets/pdf/nips11_gcl.pdf">[PDF]</a>
  <a href="assets/pdf/nips11_gcl_supp.pdf">[Supplementary Material]</a>
</p></li>
<li><p>
  Y. Jia, M. Salzmann, T. Darrell. Learning Cross-modality Similarity for Multinomial Data. ICCV 2011.
  <a href="assets/pdf/iccv11_mm.pdf">[PDF]</a>
  <a href="wikipedia/">[Dataset]</a>
</li>
</p></li>
<li><p>
  A. Janoch, S. Karayev, Y. Jia, J. Barron, M. Fritz, K. Saenko, T. Darrell. A Category-level 3-D Database: Putting the Kinect to Work. ICCV 2011 Workshop CDC4CV.
  <a href="assets/pdf/iccv11_kinect.pdf">[PDF]</a>
  <a href="http://www.kinectdata.com">[Dataset]</a>
</p></li>
<li><p>
  K. Saenko, S. Karayev, Y. Jia, M. Fritz, J. Long, A. Janoch, A. Shyr, T. Darrell. Practical 3-D Object Detection Using Category and Instance-level Appearance Models. IROS 2011.
  <a href="assets/pdf/iros11.pdf">[PDF]</a>
</p></li>
<li><p>
  Y. Jia, M. Salzmann, T. Darrell. Factorized Latent Spaces with Structured Sparsity. NIPS 2010.
  <a href="assets/pdf/nips10_fls.pdf">[PDF]</a>
</p></li>
<li><p>
  Y. Jia, S. Yan, C. Zhang. Semi-supervised Learning on Evolutionary Data. IJCAI 2009.
  <a href="assets/pdf/ijcai09_ssl.pdf">[PDF]</a>
</p></li>
<li><p>
  Y. Jia, Z. Wang, C. Zhang. Distortion-Free Nonlinear Dimensionality Reduction. ECML 2008.
</p></li>
<li><p>
  Y. Jia, C. Zhang. Instance-level Semi-supervised Multiple Instance Learning. AAAI 2008.
  <a href="assets/pdf/aaai08_ilsmil.pdf">[PDF]</a>
</p></li>
<li><p>
  Y. Jia, J. Wang, C. Zhang, X. Hua. Finding Image Exemplars Using Fast Sparse Affinity Propagation. ACM Multimedia 2008.
  <a href="assets/pdf/mm08_ap.pdf">[PDF]</a>
</p></li>
<li><p>
  J. Wang, Y. Jia, X. Hua, C. Zhang, L. Quan. Normalized Tree Partitioning for Image Segmentation. CVPR 2008.
  <a href="assets/pdf/cvpr08_ntp.pdf">[PDF]</a>
  <a href="assets/misc/ntp.tgz">[matlab code]</a>
</p></li>
<li><p>
  F. Nie, S. Xiang, Y. Jia, C. Zhang, S. Yan. Trace Ratio Criterion for Feature Selection. AAAI 2008.
</p></li>
<li><p>
  Y. Jia, J. Wang, C. Zhang, X. Hua. Augmented Tree Partitioning for Interactive Image Segmentation. ICIP 2008.
  <a href="assets/pdf/icip08_atp.pdf">[PDF]</a>
</p></li>

</ul>


<h5>Journal Articles</h5>
<ul>
<li><p>
  F. Nie, S. Xiang, Y. Jia, C. Zhang. Semi-supervised orthogonal discriminant analysis via label propagation. Pattern Recognition, 42:11, 2009.
  <a href="assets/pdf/pr09_soda.pdf">[PDF]</a>
</p></li>
<li><p>
  Y. Jia, F. Nie, C. Zhang. Trace Ratio Problem Revisited. IEEE Trans. Neural Networks, 20:4, 2009.
  <a href="assets/pdf/tnn_traceratio.pdf">[PDF]</a>
</p></li>
<li><p>
  Y. Jia, C. Zhang. Front-view Vehicle Detection by Markov Chain Monte Carlo Method. Pattern Recognition, 42:3, 2009.
</p></li>
</ul>


<h5>Technical Reports</h5>
<ul>
<li><p> 
  Y. Jia, J. Abbott, J. Austerweil, T. Griffiths, T. Darrell. Visually-Grounded Bayesian Word Learning. UC Berkeley EECS Tech Report.
  <a href="http://www.eecs.berkeley.edu/Pubs/TechRpts/2012/EECS-2012-202.pdf">[PDF]</a>
</p></li>
<li><p>
  Y. Jia. Research on Regularization Based Semi-supervised Learning. Master Thesis, Tsinghua University, 2009.
</p></li>
</ul>