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Author Asian Conference on Computer Vision (12th : 2014 : Singapore, Singapore)

Title Computer vision -- ACCV 2014 : 12th Asian Conference on Computer Vision, Singapore, Singapore, November 1-5, 2014, Revised selected papers. Part I / Daniel Cremers, Ian Reid, Hideo Saito, Ming-Hsuan Yang (eds.)
Published Cham : Springer, 2015

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Description 1 online resource (xx, 727 pages) : illustrations
Series Lecture Notes in Computer Science, 0302-9743 ; 9003
LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics
Lecture notes in computer science ; 9003. 0302-9743
LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics.
Contents Intro; Preface; Organization; Contents -- Part I; Recognition; Deep Representations to Model User ̀Likes'; 1 Introduction; 2 Semantic Feature Representation; 3 Proposed Approach; 3.1 User-Specific Feature Selection; 3.2 Learning Deep Bimodal Feature Representation; 4 Experiments; 4.1 Dataset; 4.2 Results and Analysis; 5 Conclusion; References; Submodular Reranking with Multiple Feature Modalities for Image Retrieval; 1 Introduction; 2 Related Works; 3 Submodular Reranking; 3.1 Preliminaries; 3.2 Information Gain with Graphical Models; 3.3 Relative Ranking Consistency; 3.4 Optimization
4 Experiments4.1 Experimental Setting; 4.2 Results Comparisons; 4.3 Parameter Analysis; 5 Conclusions; References; Accurate Scene Text Recognition Based on Recurrent Neural Network; 1 Introduction; 2 Related Work; 2.1 Scene Text Recognition; 2.2 Recurrent Neural Network; 3 Feature Preparation; 4 Recurrent Neural Network Construction; 5 Word Scoring with Lexicon; 6 Experiments and Discussion; 6.1 System Details; 6.2 Experiments on ICDAR and SVT Datasets; 6.3 Discussion; 7 Conclusion; References; Massive City-Scale Surface Condition Analysis Using Ground and Aerial Imagery; 1 Introduction
2 Related Work3 Large-Scale Estimation of Land Surface Condition; 3.1 Debris Detection; 3.2 Projection of Debris Probabilities onto the Ground; 3.3 Integration Using Gaussian Process Regression; 4 Experimental Results; 4.1 Our Data; 4.2 Ablative Analysis; 4.3 Extensions to City-Scale Vegetation Estimation; 5 Conclusion; References; Can Visual Recognition Benefit from Auxiliary Information in Training?; 1 Introduction; 2 Related Work; 3 A Latent Space Model: Addressing Missing-View-in-Test-Data; 4 DCCA: Formulation; 5 DCCA: Solution; 6 Experiments; 6.1 Compared Methods and Datasets
6.2 NYU-Depth-V1-Indoor Scene Dataset6.3 RGBD Object Dataset; 6.4 Multi-Spectral Scene Dataset; 6.5 Discussion; 7 Conclusions; References; Low Rank Representation on Grassmann Manifolds; 1 Introduction; 2 LRR on Grassmann Manifold; 2.1 Low-Rank Representation (LRR); 2.2 LRR on Grassmann Manifolds; 3 Solution to LRR on Grassmann Manifold; 4 Experiments; 4.1 Data Preparation and Experiment Settings; 4.2 MNIST Handwritten Digits Clustering; 4.3 Dynamic Texture Clustering; 5 Conclusion and Future Work; References; Poster Session 1; Learning Detectors Quickly with Stationary Statistics
1 Introduction2 Background; 2.1 Linear Discriminant Analysis with Stationarity; 2.2 Correlation Filters; 2.3 Related Work; 3 Fast Estimation of the Toeplitz Covariance; 4 From Toeplitz to Circulant; 5 Multi-channel, Two-Dimensional Signals; 5.1 Toeplitz Covariance Matrix; 5.2 Circulant Covariance Matrix; 5.3 From Toeplitz to Circulant; 6 Solving Toeplitz Systems; 6.1 Direct Methods; 6.2 Iterative Methods; 6.3 An Effective Heuristic; 7 Empirical Study; 7.1 Detection Performance; 7.2 Time and Memory; 8 Conclusion; References; Age Estimation Based on Complexity-Aware Features; 1 Introduction
Summary The five-volume set LNCS 9003--9007 constitutes the thoroughly refereed post-conference proceedings of the 12th Asian Conference on Computer Vision, ACCV 2014, held in Singapore, Singapore, in November 2014. The total of 227 contributions presented in these volumes was carefully reviewed and selected from 814 submissions. The papers are organized in topical sections on recognition; 3D vision; low-level vision and features; segmentation; face and gesture, tracking; stereo, physics, video and events; and poster sessions 1-3
Notes Includes author index
English
Online resource; title from PDF title page (SpringerLink, viewed April 24, 2015)
Subject Computer vision -- Congresses
Image processing -- Digital techniques -- Congresses
Computer graphics -- Congresses
Computer graphics
Computer vision
Image processing -- Digital techniques
Genre/Form proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Cremers, Daniel, editor.
Reid, Ian, editor
Saito, Hideo, Ph. D., editor.
Yang, Ming-Hsuan, editor
ISBN 9783319168654
3319168657
Other Titles ACCV 2014