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Report Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

Category: Engineering Paper Type: Report Writing Reference: APA Words: 3200

Table of Contents

An increased popularity which is the stereo photograph due to availability for the stereoscopic cameras as well as lens which is also aroused and research of the interest in the image editing of stereo. In this research paper the objective is to shown the automatic aesthetic based wrapping methods which are also recompose the right as well as left stereo image of the pair by using the global optimization algorithm. And it is also maximizing the image aesthetics which is minimizing the set of aesthetics errors and it is also formulated that is based on the chosen photographic composition rules in the wrapping process. Therefore the algorithm attempts which preserve the stereoscopic properties through the minimizing of disparity change as well as vertical drift in the resulting image.  The experimental result which is also present the method successfully relocate the salient objects regarding to the chosen photographic rules and it is also improve the compositional aesthetics as well as also maintain the disparity consistency to create the comfortable 3D viewing experience.

Keywords: warping, Aesthetic, stereoscopic

Introduction of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

The images are used for a variety of purposes, and there can be situations, where images are not clear and they are distorted due to a variety of reasons. So, it is vital to get those images in proper shape so that image is easily identified with its elements. There is one important and effective process to correct such images if they need to be expanded or shrink for a variety of purposes, and this deformation technique is called image warping. It is a digital process, which is used to manipulate images as per the given requirements. If there are any kinds of distortions in the images, image warping will be helpful to deal with those distortions so that image is properly corrected without compromising its original features. The image warping is used for so many purposes, and one of them is creativity to make images more attractive and original in shape (Wolberg, 1990)

The wrapping is the important image processing techniques. It is directly apply to the existing monocular image warping technique which is the stereoscopic images and it is problematic which is often introduced the vertical disparities as well as also damages the original disparity distribution. The research paper also focused on the stereoscopic image wrapping where the wrapping is the basic technique and it is also has the wide range image warping methods which have been developed. By applying the same warping to the right to left image of the stereoscopic image which could also transform them and thus its straightforward solution is often the problematic (Niu et al , 2012).

Due to the stereoscopic availability camera as well as lens along with the display of stereoscopic , the stereo photography is the aesthetic stereo image which could also important and improve through the adopting the various photographic composition rules like the rules of visual balance as well as the rule of thirds. Thus the amateur stereoscopic photographer which is often unaware of these rule as well as the techniques of processing which is improve the image and it could also often be laborious and involves to modifying the just one image which is the stereo image pair.

There are some researchers which proposed the stereo image editing tools in the recent years and these types of tools also simplify the stereo image editing tasks through the lowing objects where the stereo image is easily selected as well as modified thus it is ensuring the stereoscopic properties of stereo image which is applied and preserved in this proves (Chang et al , 2011).

Therefore the automatic aesthetic driven image which is the recomposition of the tools and it would also more desirable. Then to know for the best knowledge of the stereo cropping which is automatic recomposition tool and it is available. Then this methods is used to cropping approach and it is also recompose the stereo image thus the salient objects are also recomposed which is based on the chosen graphic re-compositions rules. Re-composing the images by the sufficient uninteresting background which is cropped away and thus the cropping method is also suffer from the loss content as well as it might not work well when the single object is occupied for the important portions of the stereo image (Niu et al Y. , 2012).

The limitations of the stereo cropping is the proposed in the aesthetic driven re-composition approach which is also based on the image warping technique and the approach aims is to modify the image composition which is based on the selected photographic and thus the preserving of the stereoscopic properties of the stereo image repair (Islam et al , 2015).

Research Background/Literature Review of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

According to the author Lee et al (2012), it is conducted that the Stereo image which is retargeting the process of resizing of the stereo image pair and it’s also fit into the target display. The retargeting in the process of modifying of the composition for the image like it is significant element for the images which is preserved. Now a days author  have proposed an assortment of techniques, for example carving warping of cropping seam and move guide to perform retargeting of the stereo image. Every one of these methodologies has its own quality as well as delivers great retargeting results for certain classification of image. In any case, every one of these methodologies, with an exception of doesn’t consider an improvement of aesthetic image during the retargeting procedure. Author planned an aesthetic driven, trimming based way to deal with alter an organization of an image dependent on a lot of chosen photographic standards during a retargeting procedure. This methodology produces capable outcomes in image by adequate unexciting foundation yet image fails by numerous subjects just as image by photograph subject that fills the casing. In ongoing years, an intuitive editing tool of the stereo image is likewise beginning to pick up consideration. Content-mindful stereoscopic image altering technique permits clients to intelligently change a structure of a sound system image through modifying an area, as well as profundities of chose objects, giving clients stylish control for profundity discernment. A 3D Copy and Paste strategy allows frontal area objects from a source stereo image to be duplicated to an objective target stereo image while guaranteeing a subsequent picture produces agreeable 3D seeing. Then the pasting of the stereo image method is went step further which is also allows to the objects of 2D and copied along with blended the stereo image. All the interactive tools which are used for the experienced photographer and also awarded by the compositional aesthetic amateur photographer without the knowledge of the aesthetic image that might be determined the undesirable tools (Lee et al , 2012).

            It is vital to understand, why image warping can be critical in various given perspectives, and one good example to show its importance in dealing with criminal cases came in 2007 when a pedophile culprit was searched by the police. The name of the culprit was Christopher Paul Neil, and he was a sex-offender, who was involved in a production of videos having online child pornography. But he tried to be smart by distorting his face in the videos and images by using a swirl technique so that he cannot be identified by the police or law enforcement agencies. A global campaign was launched to identify this child sex-offender, but his face was not identifiable. This is where the digital image warping technique came in handy as German computer experts started to use this technique so that identifiable images of the culprit are produced. After a lot of hard work, and by using this digital technique, the experts were able to produce images, which helped to identify the man, who was in Thailand. After his identification, Interpol was able to arrest him from Thailand. He was charged for various offenses and found guilty, so he was jailed for several years as per court orders. It is one great example how digital methods such as image warping can be useful for the public, like it helped police to identify and arrest a child sex-offender, otherwise, he might have continued to destroy the lives of many other children and young boys (BBC, 2017)

According to the author Niu et al Y(2012),  it is conducted that the stereoscopic image warping for the monocular image could also defined like the function which is the maps of pixel position from the output to input. A stereoscopic image has the third component of uniqueness (profundity). One clear answer for warping of the stereoscopic image is to apply a similar twisting capacity to both a left as well as right image. Uniqueness is certainly decided. This arrangement has a favorable position that a left as well as right image is reliably twisted, plus yet has two significant restrictions. In a first place, vertical variations can be presented as a comparing highlight focuses in a left as well as right image have various arranges along with  are mapped to various areas in spite of a fact that a similar the warping function is utilized. Second, a dissimilarity map is subjectively changed, harming basic profundity recognition for review. Our procedure permits existing image twisting strategies to be applied to stereoscopic image. Rather than distorting a left as well as right image straightforwardly, our method takes a shot at both an image as well as the dissimilarity guide to appropriately deal with a uniqueness issues. Method for stereoscopic image twisting comprises of three stages after a pre-preparing venture of difference estimation. This method is pre-process the input of stereoscopic image which is also compute the disparity map. The pre-pixel disparities could also be estimated in the dense stereo matching that is also still challenging the computer vision problem (Niu et al Y. , 2012).

Problem Statement of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

In this research paper the problem statement is to identify the automatic, aesthetic-based wrapping approach to recompose the right as well as left stereo image by using the global optimization algorithm. And also maximize the image aesthetics for this first of all minimize the set of aesthetics errors which is formulated based on selected photographic composition.

Research Objective of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

In this research paper the objective of research is automatically improve the aesthetics of the stereoscopic image through minimizing the set of the aesthetic error and wrapping. It will help to get new ideas in the process, and it will look at more elements to explore more opportunities for the process of stereoscopic image warping, which can be used for a variety of purposes.

Research Questions of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

How improve the aesthetics of stereoscopic image by minimizing set of aesthetic error and wrapping?

How identify the automatic, aesthetic-based wrapping approach to recompose the right as well as left stereo image by using the global optimization algorithm?

Significance of the Research of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

Due to affordability as well as availability of the stereoscopic equipment’s where the manipulations of stereoscopic image is also received the supposed research attention in the present years. The semi-automatic and the aesthetic driven stereoscopic image where the approach of re-composition which capacitates of the change with the spatial position of the foreground is given in the stereoscopic image and also improves the human visual aesthetics (Low et al , 2018). This research is going to be significant to explore more elements of Stereoscopic Image Warping so that Composition Aesthetics are enhanced in the best possible manner. This research will allow looking at any limitations or issues in the process so that solutions are found to make this process more useful and effective for image warping.

Research Methodology of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

In this research paper the methodology has main two parts

·         Pre-processing

·         Error formulation and optimization

Figure: Overall pipeline of proposed system

Pre-processing of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

From the stereo image compute the disparity map by using the Sum of Absolute Difference. Then next we also construct the triangular mesh over the left stereo image then it is also generate an importance of maps by using the graph which is based on the visual saliency algorithm (Itti et al , 2000). The triangle which is given in the triangular meshes and it is also corresponds the area of the high saliency which is very significant and the importance of the maps are also marked like the salient triangular.

Error formulation and optimization of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

Warping Errors

Let L and R indicate a left as well as right image individually. In the procedure of warping, a source triangular lattices,  and  are mapped to a objective cross sections  and . An arrangement of triangles and articles in     are T and O individually. A warping quality mistakes is a defined as a weighted aggregate of scale change blunder, perfection blunder, as well as stereoscopic error.

The scale of transformation error for the every triangle   then we performed the non-uniform scaling which is the scale transformation error of    is defined as;


Whereas the  is the corresponding weights

Discrepancy should be considered in an aesthetic guidelines execution. A Discrepancy worth can be positive or negative, presenting whether a specific point in a stereo image is situated behind or before the screen. So as to transfer an object to a progressively precise force point or electrical cable area, we repay the divergence variety by subtracting or including half of the centroid Discrepancy value from the item centroid as needs be.

The rule of third error is defined a s;


is the total warping error as well as  total aesthetic error.

Results implementation of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

A minimization of an absolute error work in the above equations is a quadratic function of convex. A error of warping  loads α, β as well as γ are set to 1, 0.5 and 0.1 individually in our analysis. An error quality of aesthetic loads δ is set to 0.8 plus the η is set to 0.5 for better piece style. The author could also permit to alter a loads; δ and η so as to modify a organization to suit their proclivities. These loads rely upon a size as well as position of frontal area objects. In below figure, we contrast our outcomes created as well as without minimization of a stereoscopic error.


Figure: (left) Input stereo image, (middle) our results without disparity preservation

Clearly a divergence isn't saved, as well as profundity observation is lost if stereoscopic properties isn't considered during an advancement. Then again, through remembering a stereoscopic error for an optimization, a divergence of a yield image is very much protected. Then an adherence of our outcomes to a chose photographic creation rules. Our recomposition brings about in the below figure outlines that our methodology effectively re-positions a photograph subject closer to one of a force focuses or electrical cables delineated by a third rule.


Figure 6: Results that adhere to rule of thirds. (Column 1, 2) Input left and stereo (red-cyan) image.

Conclusion of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

After analyzing all the possible elements in this research, and after conducting the research with its research methodology, it can be said that automatic aesthetic based warping is one of the best methods. Summing up all the discussion it is concluded that in this research paper the automatic aesthetic based warping method is proposed and also re-compose the stereoscopic image by using the global optimization algorithm. Then it is also maximizing the image which is the aesthetic and it minimizes the set of the aesthetic errors which is formulated on the basis of the chosen photograph and the composition rules in the process of warping. Then therefore the algorithm attempts to preserve the properties of stereoscopic properties through the minimizing of the change of disparity as well as the vertical drift by the resulting image. The experimental result also present the method which is successfully relocate the salient object regarding to the chosen photograph and it is also maintain the consistency to create the comfortable 3D experience of viewing. The stereo-cropping method which could better preserve and the context of the leading to reduced the content loss. Then their drawback of the methods also involves the unavoidable distortion features in the stereo image by the complex background. In this research paper the algorithms also preserves the vertical drift as well as the limit is relocate of the objects which of present in the current depth location. However, this research is a good roadmap for the researchers to look into it for finding more opportunities and methods with regards to image warping.

References of Using Stereoscopic Image Warping to Enhance the Composition Aesthetics

BBC. (2017). 'Swirl face' sexual offender in Vancouver after release. Retrieved May 31, 2020, from https://www.bbc.com/news/world-us-canada-39411025

Chang et al , C. (2011). Content-aware display adaptation and interactive editing for stereoscopic images. IEEE TMM, 589–601,.

Islam et al , M. B. (2015). Stereoscopic ImageWarping for Enhancing Composition Aesthetics. 3rd IAPR Asian Conference on Pattern Recognition (ACPR).

Itti et al , L. (2000). A Model of Saliency-Based Visual Attention for Rapic Scene Analysis. IEEE TPAMI, 1254–1259.

Lee et al , K.-Y. (2012). Scene warping: Layer-based stereoscopic image resizing. IEEE CVPR, 49–56.

Low et al , K. -L. (2018). Aesthetics-Driven Stereoscopic 3D Image Recomposition with Depth Adaptation. IEEE.

Niu et al , Y. (2012). Aestheticsbased stereoscopic photo cropping for heterogeneous displays. IEEE TMM, 783–796.

Niu et al , Y. (2012). Enabling Warping on Stereoscopic Images. Proceedings of ACM SIGGRAPH Asia.

Wolberg, G. (1990). Digital image warping (illustrated Edition ed.). IEEE Computer

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