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A unified framework for document restoration using inpainting and shape-from-shading

Identifieur interne : 000557 ( PascalFrancis/Curation ); précédent : 000556; suivant : 000558

A unified framework for document restoration using inpainting and shape-from-shading

Auteurs : LI ZHANG [Singapour] ; A. M. Yip [Singapour] ; M. S. Brown [Singapour] ; CHEW LIM TAN [Singapour]

Source :

RBID : Pascal:09-0316643

Descripteurs français

English descriptors

Abstract

We present a restoration framework to reduce undesirable distortions in imaged documents. Our framework is based on two components: (1) an image inpainting procedure that can separate non-uniform illumination (and other) artifacts from the printed content and (2) a shape-from-shading (SfS) formulation that can reconstruct the 3D shape of the document's surface. Used either piecewise or in its entirety, this framework can correct a variety of distortions including shading, shadow, ink-bleed, show-through, perspective and geometric distortions, for both camera-imaged and flatbed-imaged documents. Our overall framework is described in detail. In addition, our SfS formulation can be easily modified to target various illumination conditions to suit different real-world applications. Results on images of synthetic and real documents demonstrate the effectiveness of our approach. OCR results are also used to gauge the performance of our approach.
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A08 01  1  ENG  @1 A unified framework for document restoration using inpainting and shape-from-shading
A11 01  1    @1 LI ZHANG
A11 02  1    @1 YIP (A. M.)
A11 03  1    @1 BROWN (M. S.)
A11 04  1    @1 CHEW LIM TAN
A14 01      @1 School of Computing, National University of Singapore @3 SGP @Z 1 aut. @Z 3 aut. @Z 4 aut.
A14 02      @1 Department of Mathematics, National University of Singapore @3 SGP @Z 2 aut.
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C01 01    ENG  @0 We present a restoration framework to reduce undesirable distortions in imaged documents. Our framework is based on two components: (1) an image inpainting procedure that can separate non-uniform illumination (and other) artifacts from the printed content and (2) a shape-from-shading (SfS) formulation that can reconstruct the 3D shape of the document's surface. Used either piecewise or in its entirety, this framework can correct a variety of distortions including shading, shadow, ink-bleed, show-through, perspective and geometric distortions, for both camera-imaged and flatbed-imaged documents. Our overall framework is described in detail. In addition, our SfS formulation can be easily modified to target various illumination conditions to suit different real-world applications. Results on images of synthetic and real documents demonstrate the effectiveness of our approach. OCR results are also used to gauge the performance of our approach.
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C03 02  X  ENG  @0 Surface reconstruction @5 02
C03 02  X  SPA  @0 Reconstrucción superficie @5 02
C03 03  X  FRE  @0 Détection forme @5 03
C03 03  X  ENG  @0 Shape detection @5 03
C03 03  X  SPA  @0 Detección forma @5 03
C03 04  X  FRE  @0 Ombrage @5 04
C03 04  X  ENG  @0 Shadowing @5 04
C03 04  X  SPA  @0 Umbría @5 04
C03 05  X  FRE  @0 Artefact @5 05
C03 05  X  ENG  @0 Artefact @5 05
C03 05  X  SPA  @0 Artefacto @5 05
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C03 06  X  ENG  @0 Volume @5 06
C03 06  X  SPA  @0 Volumen @5 06
C03 07  X  FRE  @0 Ombre @5 07
C03 07  X  ENG  @0 Shadow @5 07
C03 07  X  SPA  @0 Sombra @5 07
C03 08  X  FRE  @0 Evaluation performance @5 08
C03 08  X  ENG  @0 Performance evaluation @5 08
C03 08  X  SPA  @0 Evaluación prestación @5 08
C03 09  X  FRE  @0 Reconnaissance optique caractère @5 09
C03 09  X  ENG  @0 Optical character recognition @5 09
C03 09  X  SPA  @0 Reconocimento óptico de caracteres @5 09
C03 10  3  FRE  @0 Traitement image document @5 10
C03 10  3  ENG  @0 Document image processing @5 10
C03 11  X  FRE  @0 Restauration image @5 11
C03 11  X  ENG  @0 Image restoration @5 11
C03 11  X  SPA  @0 Restauración imagen @5 11
C03 12  X  FRE  @0 Gauchissement @5 12
C03 12  X  ENG  @0 Warping @5 12
C03 12  X  SPA  @0 Torcimiento @5 12
C03 13  X  FRE  @0 Fonction base radiale @5 13
C03 13  X  ENG  @0 Radial basis function @5 13
C03 13  X  SPA  @0 Función radial base @5 13
C03 14  X  FRE  @0 Aplatissement @5 14
C03 14  X  ENG  @0 Flattening @5 14
C03 14  X  SPA  @0 Aplanamiento @5 14
C03 15  X  FRE  @0 Traitement image @5 31
C03 15  X  ENG  @0 Image processing @5 31
C03 15  X  SPA  @0 Procesamiento imagen @5 31
C03 16  X  FRE  @0 Reconstruction image @5 32
C03 16  X  ENG  @0 Image reconstruction @5 32
C03 16  X  SPA  @0 Reconstrucción imagen @5 32
C03 17  X  FRE  @0 Reconnaissance forme @5 33
C03 17  X  ENG  @0 Pattern recognition @5 33
C03 17  X  SPA  @0 Reconocimiento patrón @5 33
N21       @1 229
N44 01      @1 OTO
N82       @1 OTO

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Pascal:09-0316643

Le document en format XML

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</fC03>
<fC03 i1="16" i2="X" l="FRE">
<s0>Reconstruction image</s0>
<s5>32</s5>
</fC03>
<fC03 i1="16" i2="X" l="ENG">
<s0>Image reconstruction</s0>
<s5>32</s5>
</fC03>
<fC03 i1="16" i2="X" l="SPA">
<s0>Reconstrucción imagen</s0>
<s5>32</s5>
</fC03>
<fC03 i1="17" i2="X" l="FRE">
<s0>Reconnaissance forme</s0>
<s5>33</s5>
</fC03>
<fC03 i1="17" i2="X" l="ENG">
<s0>Pattern recognition</s0>
<s5>33</s5>
</fC03>
<fC03 i1="17" i2="X" l="SPA">
<s0>Reconocimiento patrón</s0>
<s5>33</s5>
</fC03>
<fN21>
<s1>229</s1>
</fN21>
<fN44 i1="01">
<s1>OTO</s1>
</fN44>
<fN82>
<s1>OTO</s1>
</fN82>
</pA>
</standard>
</inist>
</record>

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