Robotics and Computer Vision Lab

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Domestic Conference
2012.02.14 18:23

Stabilizing Visual SLAM using Limited Range Measurements

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저 자 Yekeun Jeong, Jun-sik Kim, Yunsu Bok, Hyowon Ha, In So Kweon
학 회 Workshop on Image Processing and Image Understanding (IPIU)
논문일시(Year) 2012
논문일시(Month) 02
One of the most important problems in incremental visual odometry is to maintain the consistent scale throughout the whole sequence. Absolute and independent scale measurements used in sensor fusion systems make the scale of the local trajectory stable and consistent. However, the effect of the absolute range measurements to the stability of the estimated trajectory has not been investigated yet. In this paper, we analyze the effect of the absolute range measurements to the trajectory estimated in the visual SLAM and sensor fusion frameworks. The analysis aims to reveal the role of the absolute measurements in the previous camera-laser sensor fusion method and how many measurements are required to stabilize the visual SLAM. We have found that the stability of the trajectory throughout the whole sequence depends on the number of measurements in the previous methods. To stabilize the visual SLAM and to improve the robustness of the sensor fusion methods we propose a scale optimization algorithm stabilizing the estimated sensor trajectory by utilizing only a few range measurements efficiently. The proposed method has been tested with indoor and outdoor sequences, and the results show that the proposed incremental method can successfully recover the sensor trajectory accurately only with a few range measurements.

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
» 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
306. 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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