Second, we used gradient-weighted class activation mapping to extract information defining the key situations that significantly influenced the outcomes of the game. First, we trained a result prediction model using 3D-residual networks (3D-ResNet) and replay data to improve prediction performance by utilizing in-game spatiotemporal information. We used replay data from StarCraft Ⅱ that is similar to video data providing continuous multiple images. In this study, we propose a methodology to predict outcomes and to identify information about the turning points that determine outcomes in StarCraft Ⅱ, one of the most popular real-time strategy games. However, previous studies have mainly focused on predicting game results. The creation of winning strategies requires accurately analyzing previous games therefore, it is important to be able to identify the key situations that determined the outcomes of those games. From the menu options, choose “set as wallpaper.” Now decide whether you want to to use your new wallpaper as your home screen background, lock screen or both, and choose the appropriate option.In real-time strategy games, players collect resources, control various units, and create strategies to win. Click on the image, then look to the upper right corner and click on the menu button (three vertical dots). Then open your gallery/photos app and from there open the “download” folder, where you will see the image you just downloaded.
#Pixel 3 starcraft ii wallpaper download#
Now you will able to crop or arrange the image to your liking when it looks perfect, tap “set.” The only thing left to do is select whether you want the image to be your lock screen, home screen or both.and enjoy! Android: Choose one of our many exquisite wallpapers and download it by clicking on the yellow “download” button just below the image.
Use the “share” button (looks like an arrow curving out of a box) and then select the “use as a wallpaper” button. Next choose “save image” from the options below, go to your Photos and find the image you just downloaded. Then tap on the image and hold for a few seconds. Now go back to your desktop and admire your new wallpaper! iPhone/iPad: Select a beautiful wallpaper and click the yellow download button below the image. On your computer, find the downloaded image and click on the photo. Then click Apple Menu > System Preferences > Desktop & Screen Saver > Desktop. Find the image on your computer, right-click it and then click “set as desktop background.” Now the only thing left to do is enjoy your new wallpaper! Mac: Find a wallpaper you love and click the blue “download” button just below. When you click the “download” button, the wallpaper image will be saved, most likely in your “downloads” folder. Just below the image you’ll see a button that says “Download.” You will also see your screen’s resolution, which we have figured out for you.
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