Kaiming He  採磊苧

  Researcher

  Visual Computing Group

  Microsoft Research Asia, Beijing, China

 

I am currently a researcher at Microsoft Research Asia (MSRA). Before I joined MSRA in 2011, I received the BS degree from Tsinghua University in 2007, and the PhD degree from the Chinese University of Hong Kong in 2011. I was also an intern in MSRA from 2007 to 2011. I won the CVPR best paper award in 2009. My current research interests include deep learning, large scale visual search, low-level vision, and image editing.

Internship Opening: I am looking for interns with backgrounds on deep learning, image search, low-level vision, or other computer vision topics.

 

 

ILSVRC 2014 - We rank 2nd in detection, 3rd in classification, and 5th in localization among 38 teams. Details disclosed (arXiv v2).

Google Scholar Profile

Single Image Haze Removal

Guided Image Filtering

 

Publications

   

Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun
The 13th European Conference on Computer Vision (ECCV), 2014
arXiv v1
   arXiv v2 (for ILSVRC 2014)    Project   Slides   Poster   Code
ILSVRC 2014 - We rank 2nd in detection, 3rd in classification, and 5th in localization among 38 teams.

   

Learning a Deep Convolutional Network for Image Super-Resolution
Chao Dong, Chen Change Loy, Kaiming He, and Xiaoou Tang
The 13th European Conference on Computer Vision (ECCV), 2014
PDF   Code

   

Graph Cuts for Supervised Binary Coding
Tiezheng Ge, Kaiming He, and Jian Sun
The 13th European Conference on Computer Vision (ECCV), 2014
PDF

   

Image Completion Approaches using the Statistics of Similar Patches
Kaiming He and Jian Sun
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2014
PDF   Project

   

Product Sparse Coding
Tiezheng Ge, Kaiming He, and Jian Sun
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014
PDF

   

Optimized Product Quantization
Tiezheng Ge, Kaiming He, Qifa Ke, and Jian Sun
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2014
PDF   Project

   

Content-Aware Rotation
Kaiming He, Huiwen Chang, and Jian Sun
IEEE International Conference on Computer Vision (ICCV), 2013
PDF   Images   Project

   

Joint Inverted Indexing
Yan Xia,
Kaiming He, Fang Wen, and Jian Sun
IEEE International Conference on Computer Vision (ICCV), 2013
PDF   Project

   

Constant Time Weighted Median Filtering for Stereo Matching and Beyond
Ziyang Ma, Kaiming He, Yichen Wei, Jian Sun, and Enhua Wu
IEEE International Conference on Computer Vision (ICCV), 2013

PDF   Supplementary   Code

   

Rectangling Panoramic Images via Warping
Kaiming He, Huiwen Chang, and Jian Sun
ACM Transactions on Graphics, Proceedings of ACM SIGGRAPH, 2013
PDF   Images   Slides   Project

   

Optimized Product Quantization for Approximate Nearest Neighbor Search
Tiezheng Ge, Kaiming He, Qifa Ke, and Jian Sun
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013
PDF   Supplementary   Code   Project

   

K-means Hashing: an Affinity-Preserving Quantization Method for Learning Binary Compact Codes
Kaiming He, Fang Wen, and Jian Sun
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013
PDF   Code

   

Guided Image Filtering
Kaiming He, Jian Sun, and Xiaoou Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2013
PDF   Project

   

Statistics of Patch Offsets for Image Completion
Kaiming He and Jian Sun
The 12th European Conference on Computer Vision (ECCV), 2012
PDF   Supplementary  
Project

   

Computing Nearest-Neighbor Fields via Propagation-Assisted KD-Trees
Kaiming He and Jian Sun
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2012
PDF   Poster

   

A Global Sampling Method for Alpha Matting
Kaiming He
, Christoph Rhemann, Carsten Rother, Xiaoou Tang, and Jian Sun
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2011
PDF

   

Single Image Haze Removal using Dark Channel Prior
Kaiming He, Jian Sun, and Xiaoou Tang
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2010
Spotlight Paper for TPAMI Dec. 2011 issue
PDF

   

Guided Image Filtering
Kaiming He
, Jian Sun, and Xiaoou Tang
The 11th European Conference on Computer Vision (ECCV), 2010 (Oral)
PDF   Supplementary   Code   Slides   Project

   

Fast Matting using Large Kernel Matting Laplacian Matrices
Kaiming He, Jian Sun, and Xiaoou Tang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2010
PDF   Supplementary

   

Single Image Haze Removal using Dark Channel Prior
Kaiming He, Jian Sun, and Xiaoou Tang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2009 (Oral)
CVPR Best Paper Award
PDF   Images  Slides   Videos  
Project

 

Thesis

   

Single Image Haze Removal using Dark Channel Prior
Kaiming He
PDF

  

Awards and Honor

 

Professional Activities

 

Patents

 

HTML Counter since May 2009

Last update: Sep 2014