GLOBAL AND LOCAL SPARSE SUBSPACE OPTIMIZATION FOR MOTION SEGMENTATION

GLOBAL AND LOCAL SPARSE SUBSPACE OPTIMIZATION FOR MOTION SEGMENTATION

In this paper, we propose a new framework for segmenting feature-based moving objects under affine subspace model. Since the feature trajectories in practice are high-dimensional and contain a lot of noise, we firstly apply the sparse PCA to represent the original trajectories with a low-dimensional...

Full description

Bibliographic Details
Main Authors:	M. Ying Yang, S. Feng, H. Ackermann, B. Rosenhahn
Format:	Article
Language:	English
Published:	Copernicus Publications 2015-08-01
Series:	ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:	http://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/II-3-W5/475/2015/isprsannals-II-3-W5-475-2015.pdf

Similar Items

Sparse subspace clustering-based motion segmentation with complete occlusion handling
by: Mattheus, Jana
Published: (2021)

Multibody Nonrigid Structure from Motion Segmentation Based on Sparse Subspace Clustering
by: Wenqing Huang, et al.
Published: (2021-01-01)

Multimodal MRI Brain Tumor Image Segmentation Using Sparse Subspace Clustering Algorithm
by: Li Liu, et al.
Published: (2020-01-01)

Non-Convex Sparse and Low-Rank Based Robust Subspace Segmentation for Data Mining
by: Wenlong Cheng, et al.
Published: (2017-07-01)

Flexible Sparse Learning of Feature Subspaces
by: Ma, Yuting
Published: (2017)

Sparse Subspace Clustering for Stream Data
by: Ken Chen, et al.
Published: (2021-01-01)

An Accurate and Efficient Device-Free Localization Approach Based on Sparse Coding in Subspace
by: Huakun Huang, et al.
Published: (2018-01-01)

Gait recognition based on sparse linear subspace
by: Junqin Wen, et al.
Published: (2021-10-01)

Sparse subspace clustering for incomplete face images
Published: (2014)

Subspace Clustering with Block Diagonal Sparse Representation
by: Fang, Xian, et al.
Published: (2021)

Sparse and Low-Rank Subspace Data Clustering with Manifold Regularization Learned by Local Linear Embedding
by: Ye Yang, et al.
Published: (2018-11-01)

SUPERPIXEL CUT FOR FIGURE-GROUND IMAGE SEGMENTATION
by: M. Ying Yang, et al.
Published: (2016-06-01)

An Adaptive Sparse Subspace Clustering for Cell Type Identification
by: Ruiqing Zheng, et al.
Published: (2020-04-01)

Supervised Structural Sparse Subspace Learning Based on Hierarchical Locality Preservation for Multimodal and Mixmodal Data
by: Qi Zhang, et al.
Published: (2020-01-01)

Low-rank sparse subspace clustering with a clean dictionary
by: Cong-Zhe You, et al.
Published: (2021-01-01)

Sparse Signal Recovery by Stepwise Subspace Pursuit in Compressed Sensing
by: ZheTao Li, et al.
Published: (2013-08-01)

Sparse Subspace Clustering in Hyperspectral Images using Incomplete Pixels
by: Jorge Luis Bacca, et al.
Published: (2019-09-01)

Fast sparse subspace identification tools with applications to dynamic vision
Published: ()

HYPERSPECTRAL IMAGE KERNEL SPARSE SUBSPACE CLUSTERING WITH SPATIAL MAX POOLING OPERATION
by: H. Zhang, et al.
Published: (2016-06-01)

Sparse signal subspace decomposition based on adaptive over-complete dictionary
by: Hong Sun, et al.
Published: (2017-07-01)

A Nonconvex Implementation of Sparse Subspace Clustering: Algorithm and Convergence Analysis
by: Xiaoge Deng, et al.
Published: (2020-01-01)

A General Approach for Achieving Supervised Subspace Learning in Sparse Representation
by: Jianshun Sang, et al.
Published: (2019-01-01)

WITHDRAWN–Low-rank sparse subspace clustering with a clean dictionary
by: Cong-Zhe You, et al.
Published: (2021-03-01)

Subspace Segmentation and High-Dimensional Data Analysis
by: Sekmen, Ali Safak
Published: (2012)

The Application of Subspace Projection Techniques to Image Segmentation
by: Kun-Lun Wu, et al.

Non-negative sparse Laplacian regularized latent multi-view subspace clustering
by: Cong-Zhe You, et al.
Published: (2021-07-01)

Face recognition using sparse representation-based classification on k-nearest subspace.
by: Jian-Xun Mi, et al.
Published: (2013-01-01)

Hierarchical Sparse Subspace Clustering (HESSC): An Automatic Approach for Hyperspectral Image Analysis
by: Kasra Rafiezadeh Shahi, et al.
Published: (2020-07-01)

Sparse Signal Recovery for Direction-of-Arrival Estimation Based on Source Signal Subspace
by: Bo Lin, et al.
Published: (2014-01-01)

Tracking Full-Body Motion of Multiple Fish with Midline Subspace Constrained Multicue Optimization
by: Xiang Liu, et al.
Published: (2019-01-01)

Perception-Driven Sparse Graphs for Optimal Motion Planning
by: Sayre-McCord, Thomas, et al.
Published: (2021)

A Group Norm Regularized Factorization Model for Subspace Segmentation
by: Xishun Wang, et al.
Published: (2020-01-01)

Sparse Signal Recovery from Fixed Low-Rank Subspace via Compressive Measurement
by: Jun He, et al.
Published: (2013-12-01)

LRSSLMDA: Laplacian Regularized Sparse Subspace Learning for MiRNA-Disease Association prediction.
by: Xing Chen, et al.
Published: (2017-12-01)

Class Probability Propagation of Supervised Information Based on Sparse Subspace Clustering for Hyperspectral Images
by: Qing Yan, et al.
Published: (2017-09-01)

A Subspace Approach to Sparse Sampling Based Data Gathering in Wireless Sensor Networks
by: Jingfei He, et al.
Published: (2020-02-01)

Sparse Motion Analysis

Coherence-Based Performance Guarantees for Noisy Sparse Subspace Clustering using Matching Pursuit
by: Lin, Yen-Ping, et al.
Published: (2017)

A Streamlined scRNA-Seq Data Analysis Framework Based on Improved Sparse Subspace Clustering
by: Jujuan Zhuang, et al.
Published: (2021-01-01)

Localized versus Locality-Preserving Subspace Projections for Face Recognition
by: Iulian B. Ciocoiu, et al.
Published: (2007-05-01)