Robotics and Computer Vision Lab

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International Conference
2015.05.12 14:00

Depth from Accidental Motion using Geometry Prior

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저 자 Sunghoon Im, Gyeongmin Choe, Hae-Gon Jeon, In So Kweon
학 회 IEEE International Conference on Image Processing (ICIP)
Notes This research is supported by the Study on Imaging Systems for the next generation cameras funded by the Samsung Electronics Co., Ltd (DMC R&D center) (IO130806-00717-02).
논문일시(Year) 2015
논문일시(Month) 09
We present a method to reconstruct dense 3D points from small camera motion. We begin with estimating sparse 3D points and camera poses by Structure from Motion (SfM) method with homography decomposition. Although the estimated points are optimized via bundle adjustment and gives reliable accuracy, the reconstructed points are sparse because it heavily depends on the extracted features of a scene. To handle this, we propose a depth propagation method using both a color prior from the images and a geometry prior from the initial points. The major benefit of our method is that we can easily handle the regions with similar colors but different depths by using the surface normal estimated from the initial points. We design our depth propagation framework into the cost minimization process. The cost function is linearly designed, which makes our optimization tractable. We demonstrate the effectiveness of our approach by comparing with a conventional method using various real-world examples.

List of Articles
459. 6-DOF Direct Homography Tracking with Extended Kalman Filter
Hyowon Ha, Francois Rameau, In So Kweon
The 7th Pacific Rim Symposium on Image and Video Technology (PSIVT) [oral] 2015 / 11
458. AttentionNet: Aggregating Weak Directions for Accurate Object Detection
Donggeun Yoo, Sunggyun Park, Joon-Young Lee, Anthony Paek, In So Kweon
IEEE International Conference on Computer Vision (ICCV) 2015 / 12
457. Complementary Sets of Shutter Sequences for Motion Deblurring
Hae-Gon Jeon, Joon-Young Lee, Yudeog Han, Seon Joo Kim, In So Kweon
IEEE International Conference on Computer Vision (ICCV) 2015 / 12
456. High Quality Structure from Small Motion for Rolling Shutter Cameras
Sunghoon Im, Hyowon Ha, Gyeongmin Choe, Hae-Gon Jeon, Kyungdon Joo, In So Kweon
IEEE International Conference on Computer Vision (ICCV) 2015 / 12
455. Accurate Camera Calibration Robust to Defocus using a Smartphone
Hyowon Ha, Yunsu Bok, Kyungdon Joo, Jiyoung Jung, In So Kweon
IEEE International Conference on Computer Vision (ICCV) 2015 / 12
454. Relative Attributes with Deep Convolutional Neural Network
Dong-Jin Kim, Donggeun Yoo, Sunghoon Im, Namil Kim, T. Sirinukulwattana, In So Kweon
The 12th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) 2015 / 10
453. Line Assisted Vision Applications in Structured Environments
Kyungdon Joo, Tae-Hyun Oh, In So Kweon
The 12th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) 2015 / 10
452. Fused robot pose estimation using embedded and external camera
Kibaek Park, Hyowon Ha, Francois Rameau, In So Kweon
The 12th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) 2015 / 10
451. Low-Cost Synchronization for Multispectral Cameras
Soonmin Hwang, Yukyung Choi, Namil Kim, Kibaek Park, Jae Shin Yoon, In So Kweon
The 12th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) 2015 / 10
450. Geometrical Calibration of Multispectral Calibration
Namil Kim, Yukyung Choi, Soonmin Hwang, Kibaek Park, Jae Shin Yoon, In So Kweon
The 12th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) 2015 / 10
449. An Approach for Local Feature Evaluation
Yukyung Choi, In So Kweon
The 12th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) 2015 / 10
448. Depth Estimation from Light Field Cameras
Sunghoon Im, Hae-Gon Jeon, Hyowon Ha, In So Kweon
The 12th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) 2015 / 10
447. Dense Depth and Albedo from a Single-shot Structured Light
Hyowon Ha, Jaesik Park, In So Kweon
International Conference on 3D Vision (3DV) 2015 / 10
446. A Multi-View Structured Light System for Highly Accurate 3D Modeling
Hyowon Ha, Tae-Hyun Oh, In So Kweon
International Conference on 3D Vision (3DV) 2015 / 10
445. Lenticular Lens Parameter Estimation using Single Image for Crosstalk Reduction of Three-dimensional Multi-view Display
Hyoseok Hwang, Juyong Park, Hyun Sung Chang, Young Ju Jeong, Dongkyung Nam, In So Kweon
SID Symposium Digest of Technical Paper (SID 2015) 2015 / 06
444. Partial Sum Minimization of Singular Values in Robust PCA: Algorithm and Applications
Tae-Hyun Oh, Yu-Wing Tai, Jean-Charles Bazin, Hyeongwoo Kim, In So Kweon
Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2016 / 03
» Depth from Accidental Motion using Geometry Prior
Sunghoon Im, Gyeongmin Choe, Hae-Gon Jeon, In So Kweon
IEEE International Conference on Image Processing (ICIP) 2015 / 09
442. 머리 방향 추정을 위한 깊은 신경망
Byungtae Ahn, In So Kweon
한국멀티미디어학회 춘계학술대회 2015 / 05
441. 마이크로 렌즈 기반의 휴대용 라이트필드 카메라를 이용한 정확한 깊이 정보 추정방법
Hae-Gon Jeon, Jaesik Park, Gyeongmin Choe, Jinsun Park, Yunsu Bok, Yu-Wing Tai, In So Kweon
한국멀티미디어학회 춘계학술발표대회 2015 / 05
440. 다중 영상의 화소별 변위 값과 변화량의 희소 조건을 이용한 반사 효과 제거 방법
T. Sirinukulwattana, Gyeongmin Choe, In So Kweon
한국멀티미디어학회 춘계학술대회 2015 / 05
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