Robotics and Computer Vision Lab

Publications

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저 자 Youngbae Hwang, Jun-sik Kim, In So Kweon
학 회 IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
논문일시(Year) 2012
논문일시(Month) 07
By the laws of quantum physics, pixel intensity does not have a true value, but should be a random variable. Contrary
to the conventional assumptions, the distribution of intensity may not be an additive Gaussian. We propose to directly model
the intensity difference, and show its validity by an experimental comparison to the conventional additive model. As a model of
the intensity difference, we present a Skellam distribution derived from the Poisson photon noise model. This modeling induces
a linear relationship between intensity and Skellam parameters, while conventional variance computation methods do not yield
any significant relationship between these parameters under natural illumination. The intensity-Skellam line is invariant to scene,
illumination and even most of camera parameters. We also propose practical methods to obtain the line using a color pattern
and an arbitrary image under a natural illumination. Because the Skellam parameters that can be obtained from this linearity
determine a noise distribution for each intensity value, we can statistically determine whether any intensity difference is caused by
an underlying signal difference or by noise. We demonstrate the effectiveness of this new noise model by applying it to practical
applications of background subtraction and edge detection.

List of Articles
319. Similarity Measure based on Correlation for Image Categorization with Deficient Samples
Tae-Hyun Oh, Gyeongmin Choe, In So Kweon
Workshop on Image Processing and Image Understanding (IPIU) 2012 / 02
318. Stabilizing Visual SLAM using Limited Range Measurements
Yekeun Jeong, Jun-sik Kim, Yunsu Bok, Hyowon Ha, In So Kweon
Workshop on Image Processing and Image Understanding (IPIU) 2012 / 02
317. Radiometric Calibration by Rank Minimization
Joon-Young Lee, Yasuyuki Matsushita, Boxin Shi, In So Kweon, Katsushi Ikeuchi
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2013 / 01
316. Moving Object Detection and Tracking from Moving Camera
Wonjin Kim, In So Kweon
URAI 2011 2011 / 11
315. System-on-Chip Solution of Video Stabilization for CMOS Image Sensors in Hand-Held Devices
Younggeun Kim, Venkata RavisanKar Jayanthi, In So Kweon
IEEE Transactions on Circuits and Systems for Video Technology (CSVT) 2011 / 10
314. Edge directional 2D LMS filter for infrared small target detection
Tae-Wuk Bae, Fei Zhang, In So Kweon
Infrared Physics & Technology 2011 / 11
313. Motion Prior Based on General Motion Statistics
Rockhun Do, In So Kweon
The 8th International Conference on Ubiquitou s Robots and Ambient Intelligence (URAI) 2011 / 11
312. [Book] Metric Invariants for Camera Calibration: Designing algorithms from algebraic rank analysis
Jun-sik Kim, In So Kweon
LAP LAMBERT Academic Publishing (October 4, 2011) 2011 / 10
311. Haze Removal using Visible and Infrared Image Fusion
Byungtae Ahn, Tae-Wuk Bae, In So Kweon
The 8th International Conference on Ubiquitou s Robots and Ambient Intelligence (URAI 2011) 2011 / 11
310. Pushing the Envelope of Modern Methods for Bundle Adjustment
Yekeun Jeong, David Nister, Drew Steedly, Richard Szeliski, In So Kweon
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2012 / 08
309. A Tensor-Based Algorithm for High-Order Graph Matching
O. Duchenne, F. Bach, In So Kweon, J. Ponce
IEEE Transactions on Pattern Analysis and Machine Intelligence 2011 / 12
308. A Tensor-Based Algorithm for High-Order Graph Matching
O. Duchenne, F. Bach, In So Kweon, J. Ponce
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2009 / 08
307. Localization using GPS and VISION aided INS with an Image Database and a Network of a Ground-based ...
Ji-Hoon Choi, Yong-Woon Park, Jae-Bok Song, In So Kweon
INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS 2011 / 08
» Difference-based image noise modeling using Skellam distribution
Youngbae Hwang, Jun-sik Kim, In So Kweon
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2012 / 07
305. Capturing City-level Scenes with a Synchronized Camera-Laser Fusion Sensor
Yunsu Bok, Dong-Geol Choi, Yekeun Jeong, In So Kweon
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2011 / 09
304. Image Decomposition with Multilabel Context: Algorithms and Applications
Teng Li, Shuicheng Yan, Tao Mei, Xian-Sheng Hua, In So Kweon
IEEE Transaction on Image Processing 2011 / 08
303. Rotation Estimation and Vanishing Point Extraction by Omnidirectional Vision in Urban Environment
Jean-Charles Bazin, Cedric Demoncaux, Pascal Vasseur, In So Kweon
International Journal of Robotics Research 2011 / 08
302. [BOOK] Catadioptric Vision for Robotic Applications
Jean-Charles Bazin, In So Kweon
LAMBERT Academic Publishing 2011 / 01
301. A Novel 2.5D Pattern for Extrinsic Calibration of ToF and Camera Fusion System
Jiyoung Jung, Yekeun Jeong, Jaesik Park, Hyowon Ha, James Dokyoon Kim, In So Kweon
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2011 / 09
300. High Quality Depth Map Upsampling for 3D-TOF Cameras
Jaesik Park, Hyeongwoo Kim, Yu-Wing Tai, Michael S. Brown, In So Kweon
13th International Conference on Computer Vision (ICCV2011) 2011 / 11
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