Drawing an automatic sketch of deformable objects using only a few images

Smit Marvaniya; Sreyasee Bhattacharjee; Venkatesh Manickavasagam; Anurag Mittal

doi:10.1007/978-3-642-33863-2_7

Drawing an automatic sketch of deformable objects using only a few images

Smit Marvaniya
, Sreyasee Bhattacharjee
, Venkatesh Manickavasagam
, Anurag Mittal

Department of Computer Science and Engineering

Indian Institute of Technology Madras

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

9 Scopus citations

Abstract

We propose a method to automatically extract a sketch of a common object structure present in a small set of real world weakly-labeled images. Applying a part-based deformable contour matching technique gives the location of repeatable contours. An initial deformable search strategy selects a set of salient, repeatable contours robust to a large range of non-rigid deformations. A contour completion technique based on a locally greedy bi-directional search strategy is adopted to merge the repeatable contour fragments for obtaining a complete shape. The output of our algorithm is used as an input to a sketch-based object-recognizer with results that are either better, or on par with those obtained with the ground truth sketches provided with the dataset.

Original language	English
Title of host publication	Computer Vision, ECCV 2012 - Workshops and Demonstrations, Proceedings
Publisher	Springer Verlag
Pages	63-72
Number of pages	10
Edition	PART 1
ISBN (Print)	9783642338625
DOIs	https://doi.org/10.1007/978-3-642-33863-2_7
State	Published - 2012
Event	Computer Vision, ECCV 2012 - Workshops and Demonstrations, Proceedings - Florence, Italy Duration: Oct 7 2012 → Oct 13 2012

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Number	PART 1
Volume	7583 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	Computer Vision, ECCV 2012 - Workshops and Demonstrations, Proceedings
Country/Territory	Italy
City	Florence
Period	10/7/12 → 10/13/12

Keywords

Contour Completion
Part-based Deformable Contour Matching
Salient Contours

Access to Document

10.1007/978-3-642-33863-2_7

Cite this

Marvaniya, S., Bhattacharjee, S., Manickavasagam, V., & Mittal, A. (2012). Drawing an automatic sketch of deformable objects using only a few images. In Computer Vision, ECCV 2012 - Workshops and Demonstrations, Proceedings (PART 1 ed., pp. 63-72). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 7583 LNCS, No. PART 1). Springer Verlag. https://doi.org/10.1007/978-3-642-33863-2_7

Marvaniya, Smit ; Bhattacharjee, Sreyasee ; Manickavasagam, Venkatesh et al. / Drawing an automatic sketch of deformable objects using only a few images. Computer Vision, ECCV 2012 - Workshops and Demonstrations, Proceedings. PART 1. ed. Springer Verlag, 2012. pp. 63-72 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 1).

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title = "Drawing an automatic sketch of deformable objects using only a few images",

abstract = "We propose a method to automatically extract a sketch of a common object structure present in a small set of real world weakly-labeled images. Applying a part-based deformable contour matching technique gives the location of repeatable contours. An initial deformable search strategy selects a set of salient, repeatable contours robust to a large range of non-rigid deformations. A contour completion technique based on a locally greedy bi-directional search strategy is adopted to merge the repeatable contour fragments for obtaining a complete shape. The output of our algorithm is used as an input to a sketch-based object-recognizer with results that are either better, or on par with those obtained with the ground truth sketches provided with the dataset.",

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Marvaniya, S, Bhattacharjee, S, Manickavasagam, V & Mittal, A 2012, Drawing an automatic sketch of deformable objects using only a few images. in Computer Vision, ECCV 2012 - Workshops and Demonstrations, Proceedings. PART 1 edn, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), no. PART 1, vol. 7583 LNCS, Springer Verlag, pp. 63-72, Computer Vision, ECCV 2012 - Workshops and Demonstrations, Proceedings, Florence, Italy, 10/7/12. https://doi.org/10.1007/978-3-642-33863-2_7

Drawing an automatic sketch of deformable objects using only a few images. / Marvaniya, Smit; Bhattacharjee, Sreyasee; Manickavasagam, Venkatesh et al.
Computer Vision, ECCV 2012 - Workshops and Demonstrations, Proceedings. PART 1. ed. Springer Verlag, 2012. p. 63-72 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 7583 LNCS, No. PART 1).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AB - We propose a method to automatically extract a sketch of a common object structure present in a small set of real world weakly-labeled images. Applying a part-based deformable contour matching technique gives the location of repeatable contours. An initial deformable search strategy selects a set of salient, repeatable contours robust to a large range of non-rigid deformations. A contour completion technique based on a locally greedy bi-directional search strategy is adopted to merge the repeatable contour fragments for obtaining a complete shape. The output of our algorithm is used as an input to a sketch-based object-recognizer with results that are either better, or on par with those obtained with the ground truth sketches provided with the dataset.

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KW - Part-based Deformable Contour Matching

KW - Salient Contours

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Marvaniya S, Bhattacharjee S, Manickavasagam V, Mittal A. Drawing an automatic sketch of deformable objects using only a few images. In Computer Vision, ECCV 2012 - Workshops and Demonstrations, Proceedings. PART 1 ed. Springer Verlag. 2012. p. 63-72. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 1). doi: 10.1007/978-3-642-33863-2_7

Drawing an automatic sketch of deformable objects using only a few images

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Keywords

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