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hey guys welcome to another video on the topic of units but in this video instead of talking about unit the network itself and semantic segmentation let's actually focus a bit on the loss functions that we use and also the metrics typically we use for example uh accuracy for metric right so when you do that uh i mean you'll right away get about 90 plus percent accuracy and we'll see that later on on images that you're looking on the screen right so where you have a lot of background and some objects in the foreground meaning if you look at accuracy at every pixel there is a good chance that the background is accurate so if your objects are very tiny you'll get like near 96 97 98 accuracy but that's not what you want i mean that's that doesn't reflect the actual true accuracy of your semantic segmentation i did a video on this topic where i talked about intersection over union but now let's actually use that as a loss function and also as a metric okay now what do we mean by intersecti...