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
405. A Simple and Real-Time Moving Object Detection Invariant to Cast Shadow
Tae-Hyun Oh, In So Kweon
The 11th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) 2014 / 11
404. A Fusion Approach for Robust Visual Object Tracking in Crowd Scenes
Tae-Hyun Oh, Kyungdon Joo, Junsik Kim, Jaesik Park, In So Kweon
The 11th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) 2014 / 11
403. Geometric Calibration of Micro-Lens-Based Light-Field Cameras using Line Features
Yunsu Bok, Hae-Gon Jeon, In So Kweon
European Conference on Computer Vision (ECCV) 2014 / 09
402. Extrinsic Calibration of 2D Laser Sensors
Dong-Geol Choi, Yunsu Bok, Jun-sik Kim, In So Kweon
International Conference on Robotics & Automation (ICRA) 2014 / 05
401. Extrinsic Calibration of Non-overlapping Camera-Laser System using Structured Environment
Yunsu Bok, Dong-Geol Choi, Pascal Vasseur, In So Kweon
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2014 / 09
400. 깊은 신경망을 통한 사용자 머리 자세 추정
Byungtae Ahn, In So Kweon
제9회 한국로봇종합학술대회 2014 / 06
399. GMM-based Saliency Aggregation for Calibration-free Gaze Estimation
Jinsoo Choi, Byungtae Ahn, Jaesik Park, In So Kweon
International Conference on Image Processing (ICIP) 2014 / 10
398. Cost-Aware Depth Map Estimation for Lytro Camera
Min Jung Kim, Tae-Hyun Oh, In So Kweon
International Conference on Image Processing (ICIP) 2014 / 10
397. Balanced Optical Flow Refinement by Bidirectional Constraint
Jongwon Choi, Hyeongwoo Kim, Tae-Hyun Oh, In So Kweon
International Conference on Image Processing (ICIP) 2014 / 10
396. Auto-adjusting Camera Exposure for Outdoor Robotics using Gradient Information
Inwook Shim, Joon-Young Lee, In So Kweon
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2014 / 09
395. Rao-Blackwellized Particle Filtering with Gaussian Mixture Models for Robust Visual Tracking
Jungho Kim, Zhe Lin, In So Kweon
Computer Vision and Image Understanding 2014 / 04
394. Color Transfer using Probabilistic Moving Least Squares
Youngbae Hwang, Joon-Young Lee, In So Kweon, Seon Joo Kim
IEEE International Conference on Computer Vision and Pattern Recognition (CVPR) 2014 / 06
393. Exploiting Shading Cues in Kinect IR Images for Geometry Refinement
Gyeongmin Choe, Jaesik Park, Yu-Wing Tai, In So Kweon
IEEE International Conference on Computer Vision and Pattern Recognition (CVPR) 2014 / 06
392. Calibrating a non-isotropic near point light source using a plane
Jaesik Park, Sudipta N. Sinha, Yasuyuki Matsushita, Yu-Wing Tai, In So Kweon
IEEE International Conference on Computer Vision and Pattern Recognition (CVPR) 2014 / 06
391. Rain/Snow Removal via Low-rank and Sparse Optimization
Rockhun Do, Tae-Hyun Oh, In So Kweon
Book Chapter of Digital Signal Processing for In-Vehicle Systems and Safety 2014 / 02
390. 구조적인 환경에서 3차원 직선을 이용한 평면 복원
Kyungdon Joo, Tae-Hyun Oh, Hyeongwoo Kim, In So Kweon
제 26 회 영상처리 및 이해에 관한 워크샵 (IPIU 2014) 2014 / 02
389. 강인한 보행자 검출을 위한 계층적 분류기 모델
Soonmin Hwang, Tae-Hyun Oh, In So Kweon
제 26회 영상처리 및 이해에 관한 워크샵 (IPIU 2014) 2014 / 02
388. 도로 상의 특징점을 이용한 단일 카메라 기반의 차량 자세 추정
Jongwon Choi, Tae-Hyun Oh, In So Kweon
제 26 회 영상처리 및 이해에 관한 워크샵 (IPIU 2014) 2014 / 02
387. 다중 정보 융합 비용 체적을 이용한 라이트 필드 카메라에서의 깊이지도 추정
Min Jung Kim, Tae-Hyun Oh, In So Kweon
제 26 회 영상처리 및 이해에 관한 워크샵 (IPIU 2014) 2014 / 02
386. PRISM: A System for Weighted Multi-Color Browsing of Fashion Products
Donggeun Yoo, Kyunghyun Paeng, Sunggyun Park, Jungin Lee, Seungwook Paek, Sung-Eui Yoon, In So Kweon
International World Wide Web Conference (WWW) Companion 2014 / 04
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