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We thus provide you with a smaller subset of useful augmentations that properly work with a pair of image and label in dense_transforms.py. Most standard data augmentation in torchvision do not directly apply to dense labeling tasks. This dataset accepts a data augmentation parameters transform.
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To train your FCN you’ll need to modify your CNN training code a bit.įirst, you need to use the DenseSuperTuxDataset. If you manage to reach this accuracy you’ll get 10 extra credits. We managed to tune our classifier to a $94\%$ accuracy with a training time of 10 GPU minutes. Different levels of supertux have radically different lighting.) Data augmentations (Both geometric and color augmentations are important.The goal of this first part is to tune the classifier to an accuracy of $90\%$. You may directly copy any code from your solution or the master solution to homework 2. In the first part of this homework, you’ll tune your classifier, or the classifier of the master solution 2 to achieve as high an accuracy as possible. We will check assignments for duplicates. Please, do not directly copy existing code from anywhere other than your previous solutions, or the previous master solution. No collaboration, sharing of solutions, or exchange of models is allowed. This assignment should be solved individually. We then make this classification network fully convolutional and solve a semantic labeling task (labeling every pixel in the image). Continued abuse of our services will cause your IP address to be blocked indefinitely.In this homework, we will use all the trick at our disposal to tune a classification network on supertux. Please fill out the CAPTCHA below and then click the button to indicate that you agree to these terms. If you wish to be unblocked, you must agree that you will take immediate steps to rectify this issue. If you do not understand what is causing this behavior, please contact us here. If you promise to stop (by clicking the Agree button below), we'll unblock your connection for now, but we will immediately re-block it if we detect additional bad behavior. Overusing our search engine with a very large number of searches in a very short amount of time.Using a badly configured (or badly written) browser add-on for blocking content.Running a "scraper" or "downloader" program that either does not identify itself or uses fake headers to elude detection.Using a script or add-on that scans GameFAQs for box and screen images (such as an emulator front-end), while overloading our search engine.There is no official GameFAQs app, and we do not support nor have any contact with the makers of these unofficial apps.
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