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Efficient Duplicate Image Removal: Using ImageDeDup Python

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Efficient Duplicate Image Removal: A Python Guide In this blog post, we will walk you through the process of identifying and removing duplicate images from your directories using Python. We will leverage perceptual hashing to find similar images and delete duplicates while keeping the largest file in the group. This solution is perfect for users who want to save disk space and keep their image collections organized. Why You Should Use This Code Over time, especially when dealing with large collections of images, duplicate files can accumulate. These duplicates take up unnecessary space on your system. Manually sifting through these images can be tedious, but with the help of Python, perceptual hashing, and concurrent processing, this task becomes much easier. Benefits: Efficient Duplicate Detection : By using perceptual hashing (PHash), the code compares images based on their v...
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IEEE Introduces Mario Level-Generation Competition

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"Last year, the IEEE conference on Computational Intelligence and Games hosted a competition to determine who could write the best AI for playing Mario levels (YouTube video). This year, the conference has expanded the competition to include a track on level generation as well, where the goal is to generate new levels online procedurally. Submitting an entry is as easy as implementing a Java interface that performs procedural content generation. The implications of this competition are techniques for greatly increasing the replayability of games, since each gameplay session could present new levels to the player

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