QUICK START GUIDE QUICK START GUIDE (THIS SIDEBAR WILL NOT PRINT) Motion Transfer (THIS SIDEBAR WILL NOT PRINT) This PowerPoint template produces a 30"x40" presentation poster. You can use it to create your research poster by placing your title, How to change the template colors subtitle, text, tables, charts and photos. Hsuan Ouyang, Jiaming Liu, Sheng Xu, Zichen(Chen) Li You can change the overall template color theme by clicking on the We provide a series of online tutorials that will guide you through the COLORS dropdown menu under the DESIGN tab. You can see a poster design process and answer your poster production questions. Carnegie Mellon University - Deep Learning 2019 Fall tutorial here: For complete template tutorials, go online to PosterPresentations.com https://www.posterpresentations.com/how-to-change-the-research-post er-template-colors.html and click on the HELP DESK tab.

To print your poster using our same-day professional printing service, You can also manually change the color of individual elements by go online to PosterPresentations.com and click on "Order your Abstract Dataset going to VIEW > SLIDE MASTER. On the left side of your screen poster". select the background master where you can change the template Motivation The dataset we used includes 2 parts: target person images for training and source dance background, column sizes, etc. Important: videos for motion transfer. We chose one of our team members as the target subject. Our purpose is to research on the task of motion transfer and to present a model Check the template size Detail information and dataset preview are listed below: After you finish working on the SLIDE MASTER, it is important that This is a template for combination to achieve better synthesis result, especially to address the blur issue and you go to VIEW > NORMAL to continue working on your poster. a presentation poster Before you start working on your poster and to avoid printing problems the distortion problem around face area in the synthesised video. Also, most importantly, Name Quantity/Size Source 40 inches tall check that you have downloaded and to have fun with this project! that you are using the correct size Source short dance videos 4 Bilibili, Youtube by template for your poster presentation. Approach How to change the column layout configuration You can manually change the configuration on the columns by 30 inches wide This template can also be printed at Target basic movement video 1 Shot by team the following sizes without distortion ● Extract pose from target video we shot using the latest OpenPose going to VIEW > SLIDE MASTER. You can delete columns, resize and without any additional formatting: ● Train the full body GAN model to generate images of target subject from pose figures them or modify them as needed for your layout. 30 tall x 40 wide ● Apply the model to source video Target subject images 60 GB Extracted from target You can see a tutorial here: https://www.posterpresentations.com/how-to-change-the-column-co 48 tall x 36 wide ● Add face GAN and deblur GAN to optimise result (512 * 512) video nfiguration.html 42 tall x 56 wide Model Target subject images 220 GB Extracted from target (1024 * 1024) video How to Zoom in and out ● Full-body GAN & Face GAN : based on pix2pixHD [3] Use the PowerPoint zoom tool to ● Deblur GAN: WGAN [2] Source videos: adjust the screen magnification to view Target subject: How to hide the QUICK comfortably. PowerPoint provides 2 Conclusion START GUIDE bars from ways to zoom: 1. On the top menu bar click on the ● With the restriction of computational resources, we can achieve a surprisingly the sides of the template VIEW tab and then click on ZOOM. satisfying video-to-video synthesis result with a simplified version of pix2pixHD [3] The Quick Start Guides are outside the template’s printable Choose the zoom percentage that ● The addition of Face GAN and Deblur GAN does not significantly improve the result works best for you. area and they will not be on the 2. For better zoom flexibility, use the Limitation printed poster. zoom slider at the bottom right of the If you create a PDF file from window. ● We have limited time and computational resources to train our GAN model ● The gesture in the target video used for training will highly influence the transferring your template, the guides will not be included. result Ruler and Guides The dotted lines on his poster template are guides. The horizontal and To hide the guides click on the vertical guides will help you align your poster elements accurately. Text Method Qualitative Comparison Home tab (top of the screen) and then click on the Layout boxes and other elements will ”snap” to the guides and stay within the Generator Network Structure (pix2pixHD [3]) boundaries of the columns. To hide the guides go to VIEW and button below to see the available layouts. Choose the uncheck the Guides box. Source Without Guides layout. Headers and text containers Included in this template are commonly used section headers such as Abstract, Objectives, Methods, Ours Results, etc. - Click inside a section header to add its text. How to preview your - To add another header, click on edge poster prior to printing of the section box so that it is outlined. Baseline You can preview your poster at Copy and paste it. any time by pressing the F5 key - To increase its size, click on the white Full-body GAN on your keyboard. You will see circles and expand to the the desired pose detection generator on the screen what's on your size. poster and how it should look F5 Adding content to the poster when printed. Press the ESC key to exit Preview. Start by adding your text to each section without spending too much Source time with formatting. Use the default font size even if your text extends beyond the bottom of the poster. Continue until you have added all your content including text, graphics, photos, etc. Once you finish discriminator discriminator How to print your poster adding your content you can go back and format your text as needed. y G(x) When you are ready to have your poster printed go online to - If you run out of room, try to reduce the size of your fonts and/or the PosterPresentations.com and click on the "Order Your Poster" size of your graphics. If there is a lot of empty space try to increase Real Image Fake Image Ours button. You can have your poster printed on professional papers, your font sizes and the size of your graphics. The font used for fabric for easy traveling and a variety of other materials. references can be smaller. If you submit a PowerPoint document, you will be receiving a PDF proof for your approval prior to printing. If your order is placed and Photos Transfer paid for before noon (Pacific time) Monday-Friday, your order will You can add photos by dragging and dropping from your desktop, pose detection generator Baseline ship out that same day. FedEx Next day, Second day, Third day, copy and paste, or by going to INSERT > PICTURES. Resize images and Free Ground services are offered. proportionally by holding down the SHIFT key and dragging one of the white corner handles (dots). For a professional-looking poster, do not Go to PosterPresentations.com for more information. distort your images by stretching them disproportionally. Quantitative Comparison

Face GAN Deblur GAN Metrix Original paper Baseline Ours X Xf

Gf Gd SSIM 0.838 [1] 0.65 0.936

Quality check your graphics Zoom in and look at your images at 100%-200% magnification. If they G(X) G(X)f Reference © 2019 For complete tutorials visit: look clear, they will print well. Blur Deblur [1] Chan, C., Ginosar, S., Zhou, T. & Efros, A., (2019) Everybody dance now.ArXiv, abs/1808.07371 [2] O. Kupyn, V. Budzan, M. Mykhailych, D. Mishkin & J. Matas, (2018) Deblur-GAN: Blind Motion Deblurring Using Conditional PosterPresentations.com https://www.posterpresentations.com/helpdesk.html Adversarial Networks.ArXiv, abs/1711.07064 2117 Fourth Street , STE C [3] Ting-Chun Wang, etc. High-resolution image syn-thesis and semantic manipulation with conditional gans. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2018. Berkeley CA 94710 USA

RESEARCH POSTER PRESENTATION DESIGN © 2019 www.PosterPresentations.com