Color Management in Packaging

Total Page:16

File Type:pdf, Size:1020Kb

Color Management in Packaging 16-20 rev 10/9/07 5:08 PM Page 16 COLOR MANAGEMENT Color Management In Packaging Shorter lead times, increasing pressure on pricing, and consistent quality have become almost a commodity in packaging. Matching color is not a commodity among package printers. BY TYLER HARRELL ackaging is probably the most The majority of printed packaging visible component of the mar- today is multicolor in nature; meaning keting mix. And, it’s becoming that it’s not just your standard cyan, Pmore important. Research magenta, yellow and black inks, but suggests that companies are spending more likely those colors and two, three less on traditional advertising but are or even four special colors that help to increasing their budgets on packaging identify the brand. Large consumer itself. Brand owners stake their lives on product companies have many brands, maintaining brand consistency and and when you add brand extensions to integrity. Yet, almost in contradiction, them, you can imagine how many dif- they will fight to rush to market and ferent ink colors might be associated squeeze every possible bit out of costs. with just one brand and its brand Shorter lead times, increasing pres- extensions. Think of the complexity sure on pricing, and consistent quality and, even more so, the cost associated have become almost a commodity in with printing all of this packaging. packaging. Unfortunately, matching color is not necessarily a commodity More Than Just a Profile among package printers. Just as impor- All packaging supply chain partners tant, it must be noted that brand man- from brand owners to press operators agers are also not very savvy with color. have been conditioned to think of color management tools as profilers of Building the Brand print devices to generate acceptable Packaging of all types has many func- contract proofs. Although that certainly tions; the most important is to visually is an important facet of color manage- identify the brand. In most cases, the ment, there are many other factors consumer product company’s main that affect ultimate job quality on brand asset is the color associated with press. At the end of the day, there is a the particular brand. Who doesn’t asso- lot that goes into color management ciate red with Coke or orange with Tide in packaging to ensure a level of pre- when walking down grocery store aisles? dictability that makes packaging buyers 16 IPA BULLETIN • September/October 2007 16-20 rev 10/9/07 5:08 PM Page 17 comfortable that the proof they sign off on actually color databases. And, these systems are usually stand- matches the printed result and therefore the actual alone solutions often linked to certain devices. They product on the shelves. aren’t color solutions that are fully integrated in a RIP In simple terms, a color management system is and a workflow. It requires more sophisticated issues expected to color correct and match the press. Of such as handling dot gain, spot colors, understanding course, a color management system should be able to the order of colors on press, the characteristics of measure color—both CMYK and spot colors. However, opaque inks and any combination of these elements. it’s the level of spot color handling that is the bench- Color management incorporates a lot, including mark, particularly for packaging. Quite a few color color conversion (for example, RGB to CMYK), management systems claim to simulate spot colors. extended gamut ink sets, ink selection, and dot gain Yet, they rarely measure spot colors and never refer to on press, to list just a few. September/October 2007 • IPA BULLETIN 17 16-20 rev 10/9/07 5:08 PM Page 18 COLOR MANAGEMENT This may seem very basic to anyone who has fol- degree of repeatability. We have global customers lowed the IPA Proofing RoundUP, but as a reminder: who have followed that philosophy to each press. it was not long ago that most people were matching If you do not use the stock that something is to be the press to the proof, rather than the other way printed on, there will be issues of laydown of ink, sat- around. Unfortunately, I’d hate to tell you how many uration and whiteness. If you create a profile with the people we still see who are doing it. same ink, substrate and plate, theoretically you should Of course, the objective is to match a proof to the have the same profile. We suggest that customers use press, so it is a good determinant of how the press will a SWOP curve and accommodate the flexo highlights. print a job. One of the more important reasons for this is very significant: a 4-color press typically has a Two-color Management Systems In One smaller gamut than an inkjet printer. Color management can be broken down to two If you are looking for flexibility in approaches: colorimetric and spectral. a printed result, you’re going to get Colorimetric color management systems are based it from the printer, not the press. on the CIE L*a*b* color space—an excellent method Fingerprinting a press is also an to specify colors on a very wide gamut and an excep- investment that pays off quickly. tional means to verify color accuracy. This measuring Jobs are pulled to a color OK faster, system relies on printed characterization charts con- which means you save makeready taining patches of different CMYK percentages and time (and money), on a job-to-job combinations. Colorimetric color management sys- basis, and also increase press tems describe the resulting effect of colors, but not uptime for all work. the underlying mechanism of how they interact. For print operations where no standardization on Data Collection Do’s & Don’ts a fixed set of inks has been made, a system is When you are proofing to the required that is flexible enough to work with a press, the press has less color number of spot color combinations. This is what gamut. I like to promote sim- spectral approach can provide. Spectral color man- A good packaging color management system combines both colorimetric and plicity. Many people collect data agement systems determine the characteristic of spectral color management systems to on press profiles, read the profile inks. They rely on measuring the spectrum of inks provide the best of both worlds: the from something printed on the individually and in overprint with other inks. Just as accuracy of CMYK along with a database press, then go directly from that important, they measure the opacity of inks affecting of special color profiles. Thus, the overprint between spot colors and CMYK or optimize the press. The priority the combination of inks on press. Opaque inks and are accurately predicted. Combining for any printer has to be to metallic colors have a different level of opacity than colorimetric and spectral management achieve predictability of the traditional CMYK inks. Measuring how they will systems, a good packaging color manage- printed result, regardless of how affect overprinting is crucial. Using a database-driven ment system works with a profiling chart for CMYK, while referring to a spectral immersed you get into color man- mathematical model, the spectral color management profiling chart for special colors. agement. The printer needs to be system provides the only practical solution for special able to create a predictable proof colors. It is perfect for profiling special ink gradations of press performance. My suggestion is that you and solids. By extrapolating the behavior of colors to put your press in the most consistent running state any set of inks, it describes the underlying mecha- (the same as your proofer). You always calibrate nism that drives the final result—and assures a cor- the proofer, and rely on the result day after day. rect “read” on overprints by measuring the level of Given that, a printer should never try to let a press opacity of inks. sheet—used for proofing calibration and pro- A good packaging color management system com- filing—represent the best that can be done. It has bines both colorimetric and spectral color manage- to be representative of the press during a produc- ment systems to provide the best of both worlds: the tion run. That’s the only way you can link a proof accuracy of CMYK along with a database of special back to press predictability. color profiles. Thus, the overprint between spot colors Optimize the press first. Build your curves and and CMYK are accurately predicted. create the right SWOP value and ink densities and Combining colorimetric and spectral management then create your press profile. You’ll have a greater systems, a good packaging color management system 18 IPA BULLETIN • September/October 2007 16-20 rev 10/9/07 5:08 PM Page 19 works with a profiling chart for CMYK, while referring many package designs can be printed at the same to a spectral profiling chart for special colors. time, less product inventory can be kept—there is With the spectral chart, the color management more freedom to return to the press to print a spe- system can profile any multicolor process set and spe- cific package. With less spot colors, there is reduced cial colors, such as metallics and Pantone inks, for ink inventory while providing the designer adequate proofing or converting jobs to the target color space. color latitude to create appealing packaging. In These profiles can be optimized for minimum ink short, MCPP creates more visually appealing pack- usage and maximum color depth. aging by preserving the balance between visual The system mathematically predicts any mix of any brand identity and printing economics.
Recommended publications
  • Dell Ultrasharp Premiercolor Monitors Brochure (EN)
    Dell UltraSharp PremierColor Monitors BRING YOUR VISION TO LIFE Engineered to meet the demands of creative professionals, Dell UltraSharp PremierColor Monitors push the boundaries of monitor technology to deliver exceptional performance that sets the standard for today’s digital creators. Choose Dell UltraSharp PremierColor monitors for the tools you need that help bring your vision to life. Learn more at Dell.com/UltraSharp See everything. Do anything. VISUALS THAT RIVAL REAL LIFE High resolution Dell See visuals with astounding clarity on UltraSharp PremierColor these high resolution monitors, up to Monitors set the standard Ultra HD 8K resolution. These monitors feature IPS (In-Plane Switching) panel technology for consistent color and picture for creative professionals. quality across a wide 178°/178° viewing angle. Count on a wide color gamut, incredible color THE COLORS YOU NEED depth, powerful calibration Dell UltraSharp PremierColor Monitors oer a wide color capabilities, and consistent, coverage across professional color spaces, including AdobeRGB, accurate colors. Bringing sRGB, Rec. 709, as well as the widest DCI-P3 color coverage in a professional monitor at 99.8%*. This enables support everything you need in a for projects across dierent formats, making UltraSharp monitor for all your color- PremierColor monitors the ideal choice for photographers, lm critical projects. and video creators, animators, VFX artists and more. Features vary by model. Please visit dell.com/monitors for details. Dell UltraSharp PremierColor Monitors INCREDIBLE COLOR DEPTH AND CONTRAST Get amazingly smooth color gradients and precision across more shades with an incredible color depth of 1.07 billion colors and true 10 bit color**.
    [Show full text]
  • Effects of Color Depth
    EFFECTS OF COLOR DEPTH By Tom Kopin – CTS, ISF-C MARCH 2011 KRAMER WHITE PAPER WWW.KRAMERELECTRONICS.COM TABLE OF CONTENTS WHAT IS COLOR DEPTH? ...................................................................................1 DEEP COLOR ......................................................................................................1 CALCULATING HDMI BANDWIDTH ......................................................................1 BLU-RAY PLAYERS AND DEEP COLOR .................................................................3 THE SOLUTIONS .................................................................................................3 SUMMARY ..........................................................................................................4 The first few years of HDMI in ProAV have been, for lack of a better word, unpredictable. What works with one display doesn’t work with another. Why does HDMI go 50ft out of this source, but not that source? The list is endless and comments like this have almost become commonplace for HDMI, but why? Furthermore, excuses have been made in order to allow ambiguity to remain such as, "All Blu-ray players are not made equally, because their outputs must have different signal strength." However, is this the real reason? While the real answers may not truly be known, understanding how color depth quietly changes our HDMI signals will help make HDMI less unpredictable. What is Color Depth? Every HDMI signal has a color depth associated with it. Color depth defines how many different colors can be represented by each pixel of a HDMI signal. A normal HDMI signal has a color depth of 8 bits per color. This may also be referred to as 24-bit color (8-bits per color x 3 colors RGB). The number of bits refers to the amount of binary digits used to determine the maximum number of colors that can be rendered. For example, the maximum number of colors for 24-bit color would be: 111111111111111111111111(binary) = 16,777,215 = 16.7 million different colors.
    [Show full text]
  • HD-SDI, HDMI, and Tempus Fugit
    TECHNICALL Y SPEAKING... By Steve Somers, Vice President of Engineering HD-SDI, HDMI, and Tempus Fugit D-SDI (high definition serial digital interface) and HDMI (high definition multimedia interface) Hversion 1.3 are receiving considerable attention these days. “These days” really moved ahead rapidly now that I recall writing in this column on HD-SDI just one year ago. And, exactly two years ago the topic was DVI and HDMI. To be predictably trite, it seems like just yesterday. As with all things digital, there is much change and much to talk about. HD-SDI Redux difference channels suffice with one-half 372M spreads out the image information The HD-SDI is the 1.5 Gbps backbone the sample rate at 37.125 MHz, the ‘2s’ between the two channels to distribute of uncompressed high definition video in 4:2:2. This format is sufficient for high the data payload. Odd-numbered lines conveyance within the professional HD definition television. But, its robustness map to link A and even-numbered lines production environment. It’s been around and simplicity is pressing it into the higher map to link B. Table 1 indicates the since about 1996 and is quite literally the bandwidth demands of digital cinema and organization of 4:2:2, 4:4:4, and 4:4:4:4 savior of high definition interfacing and other uses like 12-bit, 4096 level signal data with respect to the available frame delivery at modest cost over medium-haul formats, refresh rates above 30 frames per rates. distances using RG-6 style video coax.
    [Show full text]
  • The Need for Color Management
    Color management Adobe Photoshop 7.0 for Photographers by Martin Evening, ISBN 0 240 51690 7 is published by Focal Press, an imprint of Elsevier Science. The title will be available from the beginning of August 2002. Here are four easy ways to order direct from the publishers: By phone: Call our Customer Services department on 01865 888180 with your credit card details. By mail: Write to Heinemann Customer Services Department, PO BOX 840, Halley Court, Jordan Hill, Oxford OX2 8YW By Fax: Fax an order on 01865 314091 By email: Send to [email protected] By web: www.focalpress.com. Orders from the US and Canada should be placed on 1-800-366-2665 (1-800-366-BOOK) or tel: 314-453-7010. Email: [email protected] The title will be stocked in most major bookstores throughout the UK and US and via many resellers worldwide. It will also be available for purchase through the online bookstores Amazon.com and Amazon.co.uk. The following extract is part one of a guide to Photoshop 7.0 color management. hotoshop 5.0 was justifiably praised as a ground-breaking upgrade when it was released in the summer of 1998. The changes made to the color management P setup were less well received in some quarters. This was because the revised system was perceived to be extremely complex and unnecessary. Some color profes- sionals felt we already had reliable methods of matching color and you did not need ICC profiles and the whole kaboodle of Photoshop ICC color management to achieve this.
    [Show full text]
  • Complete Reference / Web Design: TCR / Thomas A
    Color profile: Generic CMYK printer profile Composite Default screen Complete Reference / Web Design: TCR / Thomas A. Powell / 222442-8 / Chapter 13 Chapter 13 Color 477 P:\010Comp\CompRef8\442-8\ch13.vp Tuesday, July 16, 2002 2:13:10 PM Color profile: Generic CMYK printer profile Composite Default screen Complete Reference / Web Design: TCR / Thomas A. Powell / 222442-8 / Chapter 13 478 Web Design: The Complete Reference olors are used on the Web not only to make sites more interesting to look at, but also to inform, entertain, or even evoke subliminal feelings in the user. Yet, using Ccolor on the Web can be difficult because of the limitations of today’s browser technology. Color reproduction is far from perfect, and the effect of Web colors on users may not always be what was intended. Apart from correct reproduction, there are other factors that affect the usability of color on the Web. For instance, a misunderstanding of the cultural significance of certain colors may cause a negative feeling in the user. In this chapter, color technology and usage on the Web will be covered, while the following chapter will focus on the use of images online. Color Basics Before discussing the technology of Web color, let’s quickly review color terms and theory. In traditional color theory, there are three primary colors: blue, red, and yellow. By mixing the primary colors you get three secondary colors: green, orange, and purple. Finally, by mixing these colors we get the tertiary colors: yellow-orange, red-orange, red-purple, blue-purple, blue-green, and yellow-green.
    [Show full text]
  • The Effect of Object Color on Depth Ordering
    Washington University in St. Louis Washington University Open Scholarship All Computer Science and Engineering Research Computer Science and Engineering Report Number: WUCSE-2007-18 2007 The Effect of Object Color on Depth Ordering Reynold Bailey, Cindy Grimm, Christopher Davoli, and Richard Abrams The relationship between color and perceived depth for realistic, colored objects with varying shading was explored. Background: Studies have shown that warm-colored stimuli tend to appear nearer in depth than cool-colored stimuli. The majority of these studies asked human observers to view physically equidistant, colored stimuli and compare them for relative depth. However, in most cases, the stimuli presented were rather simple: straight colored lines, uniform color patches, point light sources, or symmetrical objects with uniform shading. Additionally, the colors were typically highly saturated. Although such stimuli are useful for isolating and studying depth cues in certain contexts, they... Read complete abstract on page 2. Follow this and additional works at: https://openscholarship.wustl.edu/cse_research Part of the Computer Engineering Commons, and the Computer Sciences Commons Recommended Citation Bailey, Reynold; Grimm, Cindy; Davoli, Christopher; and Abrams, Richard, "The Effect of Object Color on Depth Ordering" Report Number: WUCSE-2007-18 (2007). All Computer Science and Engineering Research. https://openscholarship.wustl.edu/cse_research/122 Department of Computer Science & Engineering - Washington University in St. Louis Campus Box 1045 - St. Louis, MO - 63130 - ph: (314) 935-6160. This technical report is available at Washington University Open Scholarship: https://openscholarship.wustl.edu/ cse_research/122 The Effect of Object Color on Depth Ordering Reynold Bailey, Cindy Grimm, Christopher Davoli, and Richard Abrams Complete Abstract: The relationship between color and perceived depth for realistic, colored objects with varying shading was explored.
    [Show full text]
  • Simultaneously Color-Depth Super-Resolution with Conditional
    1 Simultaneously Color-Depth Super-Resolution with Conditional Generative Adversarial Network Lijun Zhao, Jie Liang, Senior Member, IEEE, Huihui Bai, Member, IEEE, Anhong Wang, Member, IEEE, and Yao Zhao, Senior Member, IEEE Abstract—Recently, Generative Adversarial Network (GAN) [3, 4, 6], a very deep convolutional network is presented in has been found wide applications in style transfer, image-to-image [5] to learn image’s residuals with extremely high learning translation and image super-resolution. In this paper, a color- rates. However, these methods’ objective functions are depth conditional GAN is proposed to concurrently resolve the problems of depth super-resolution and color super-resolution always the mean squared SR errors, so their SR output in 3D videos. Firstly, given the low-resolution depth image and images usually fail to have high-frequency details when the low-resolution color image, a generative network is proposed to up-sampling factor is large. In [7, 8], a generative adversarial leverage mutual information of color image and depth image to network is proposed to infer photo-realistic images in terms enhance each other in consideration of the geometry structural of the perceptual loss. In addition to the single image SR, dependency of color-depth image in the same scene. Secondly, three loss functions, including data loss, total variation loss, and image SR with its neighboring viewpoint’s high/low 8-connected gradient difference loss are introduced to train this resolution image has also been explored. For instance, in [9] generative network in order to keep generated images close to high-frequency information from the neighboring the real ones, in addition to the adversarial loss.
    [Show full text]
  • Rec. 709 Color Space
    Standards, HDR, and Colorspace Alan C. Brawn Principal, Brawn Consulting Introduction • Lets begin with a true/false question: Are high dynamic range (HDR) and wide color gamut (WCG) the next big things in displays? • If you answered “true”, then you get a gold star! • The concept of HDR has been around for years, but this technology (combined with advances in content) is now available at the reseller of your choice. • Halfway through 2017, all major display manufacturers started bringing out both midrange and high-end displays that have high dynamic range capabilities. • Just as importantly, HDR content is becoming more common, with UHD Blu-Ray and streaming services like Netflix. • Are these technologies worth the market hype? • Lets spend the next hour or so and find out. Broadcast Standards Evolution of Broadcast - NTSC • The first NTSC (National Television Standards Committee) broadcast standard was developed in 1941, and had no provision for color. • In 1953, a second NTSC standard was adopted, which allowed for color television broadcasting. This was designed to be compatible with existing black-and-white receivers. • NTSC was the first widely adopted broadcast color system and remained dominant until the early 2000s, when it started to be replaced with different digital standards such as ATSC. Evolution of Broadcast - ATSC 1.0 • Advanced Television Systems Committee (ATSC) standards are a set of broadcast standards for digital television transmission over the air (OTA), replacing the analog NTSC standard. • The ATSC standards were developed in the early 1990s by the Grand Alliance, a consortium of electronics and telecommunications companies assembled to develop a specification for what is now known as HDTV.
    [Show full text]
  • Investigation on New Color Depth Formulas
    Received: 3 October 2018 Revised: 18 June 2019 Accepted: 18 June 2019 DOI: 10.1002/col.22407 RESEARCH ARTICLE Investigation on new color depth formulas Hongying Yang1,2 | Wanzi Xie1 | Zhihui Yang3 | Jinli Zhou1 | Jingjing Zhang1 | Zhikui Hui1 | Ning Pan4 1College of Textile, Zhongyuan University of Technology, Zhengzhou, China Abstract 2Henan Province Collaborative Innovation Color depth is difficult to evaluate; however, it plays an important role in the assess- Center of Textile and Garment Industry, ments of color fastness, dyeing properties, and so on. The subjective evaluation of Zhengzhou, China color depth is prone to be affected by people, environment, etc. As for objective eval- 3Institute of Textile and Garment Industry, uation, there are more than 10 formulas, which confuses the user. In this study, a the- Zhongyuan University of Technology, Zhengzhou, China oretically designed new formula is inspected through 18195 chips with 24 grades of 4Department of Textile and Garment, color depth from the SINO COLOR BOOK, with the help of four preferable objec- University of California, Davis, California tive evaluation formulas. The specimens were measured using an X-Rite Color i7 Correspondence spectrophotometer, and all their depth values were calculated and statistically ana- Hongying Yang, College of Textile, lyzed by programming MATLAB. Of the five formulas, the new formula yields the Zhongyuan University of Technology, best outcome of variance coefficients (CVs) but the worst linearity, with a correlation Zhengzhou 450007, China. Email: [email protected] coefficient R = 0.976. It was then theoretically revised to two other formulas, one obtains the highest linearity (R = 0.9997) and the third CV, and the other gains the second linearity (R = 0.9984) and the second CV among the seven formulas.
    [Show full text]
  • Information Display November/December 2014 Issue 6
    Nov-Dec Cover2_SID Cover 11/9/2014 7:23 PM Page 1 ADVANCED TELEVISION TECHNOLOGY ISSUE Nov./Dec. 2014 Official Monthly Publication of the Society for Information Display • www.informationdisplay.org Vol. 30, No. 6 Your Customers’ Experience Should Be Nothing Less Than Radiant Ensure Display Quality with Automated Visual Inspection Solutions from Radiant Zemax • Automated Visual Inspection Systems for flat panel displays ensure that each display delivers the perfect experience your customers expect. • Reduce returns and protect brand integrity with accuracy and consistency that is superior to human inspection. • Customize pass/fail criteria to detect defects including line and pixel defects, light leakage, non-uniformity, mura defects and more. • Integrated solutions from Radiant Zemax bring repeatability, flexibility and high throughput to the most demanding production environments. Learn more at www.radiantzemax.com/FPDtesting Radiant Zemax, LLC | Global Headquarters - Redmond, WA USA | +1 425 844-0152 | www.radiantzemax.com | [email protected] ID TOC Issue6 p1_Layout 1 11/9/2014 8:34 PM Page 1 SOCIETY FOR INFORMATION DISPLAY Information SID NOVEMBER/DECEMBER 2014 DISPLAY VOL. 30, NO. 6 On The cOver: The state of the art of large- screen Tv continues to evolve whether it be UhD or curvedNov-Dec Cover2_SID Cover screens. 11/9/2014 7:23 PM Page 1And the rich diversity and potentialADVANCED that TELEVISION light-field TECHNOLOGY displays ISSUE offer will contents enhance the viewing experience for both multiple- 2 Editorial: Ending the Year with a Look at Trends and TV user systems and personal/portable devices. Nov./Dec. 2014 By Stephen P. Atwood Official Monthly Publication of the Society for Information Display • www.informationdisplay.org Vol.
    [Show full text]
  • Color Management Is an Extract from Martin Published by Focal Press, an Imprint of Evening’S Forthcoming Book: Adobe Photoshop CS for Harcourt Education
    Martin Evening Adobe Photoshop CS for Photographers To order the book Adobe Photoshop CS for Photographers Adobe Photoshop CS for Photographers is This PDF on Color Management is an extract from Martin published by Focal Press, an imprint of Evening’s forthcoming book: Adobe Photoshop CS for Harcourt Education. Photographers, which will go on sale from early 2004. ISBN: 0 240 51942 6. This latest update in the Adobe Photoshop for The title will be stocked in most major Photographers series will contain 576 pages in full color. bookstores throughout the UK and US and The book has been completely redesigned and contains via many resellers worldwide. It will also information and updated advice on everything you need to be available for purchase from: know about using Photoshop, from digital capture to print www.focalpress.com and also through the output, as well as all that is new in Adobe Photoshop CS! on-line bookstores: www.amazon.com and www.amazon.co.uk. A note about the chapter structure One of the things that is different about the latest revision to my book is the chapter order. Display calibration is mentioned early on in Chapter Three and the remaining information about color management is left till later on in Chapter Thirteeen. The reason for this is so that the reader is not bombarded with all the complexities of color management so soon in the book. So in this extract I have reunited the section about display calibration. This is why you will see a change in the appearance of the header a third of the way through and why the figure diagrams refer to a different chapter number.
    [Show full text]
  • Deep Attention Models for Human Tracking Using RGBD
    sensors Article Deep Attention Models for Human Tracking Using RGBD Maryamsadat Rasoulidanesh 1,* , Srishti Yadav 1,*, Sachini Herath 2, Yasaman Vaghei 3 and Shahram Payandeh 1 1 Networked Robotics and Sensing Laboratory, School of Engineering Science, Simon Fraser University, Burnaby, BC V5A 1S6, Canada; [email protected] 2 School of Computing Science, Simon Fraser University, Burnaby, BC V5A 1S6, Canada; [email protected] 3 School of Mechatronic Systems Engineering, Simon Fraser University, Burnaby, BC V5A 1S6, Canada; [email protected] * Correspondence: [email protected] (M.R.); [email protected] (S.Y.) Received: 21 December 2018; Accepted: 3 February 2019; Published: 13 February 2019 Abstract: Visual tracking performance has long been limited by the lack of better appearance models. These models fail either where they tend to change rapidly, like in motion-based tracking, or where accurate information of the object may not be available, like in color camouflage (where background and foreground colors are similar). This paper proposes a robust, adaptive appearance model which works accurately in situations of color camouflage, even in the presence of complex natural objects. The proposed model includes depth as an additional feature in a hierarchical modular neural framework for online object tracking. The model adapts to the confusing appearance by identifying the stable property of depth between the target and the surrounding object(s). The depth complements the existing RGB features in scenarios when RGB features fail to adapt, hence becoming unstable over a long duration of time. The parameters of the model are learned efficiently in the Deep network, which consists of three modules: (1) The spatial attention layer, which discards the majority of the background by selecting a region containing the object of interest; (2) the appearance attention layer, which extracts appearance and spatial information about the tracked object; and (3) the state estimation layer, which enables the framework to predict future object appearance and location.
    [Show full text]