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This week the group discussed Nvidia's new Rank-One Editing tool methodology called Perfusion. Perfusion allows changing certain parts of an image to seamlessly inserting an object into a image. Want to put a cat wearing a wizard outfit into you photo? Bam. Perfusion does this seamlessly. And it's fast and small. Taking just a few minutes to seamlessly integrate the wizard cat into the image, using a tiny 100k model! Nvidia does this using a technique called rank-one editing that edits in a way that maintains the fidelity of the image. The end result is an image with the concept added where one cannot tell that any editing was performed. Links Our Meetup: https://www.meetup.com/East-Bay-Tri-V... Hackernoon: https://hackernoon.com/nvidias-perfus... Perfusion Model Explained: • Stable Diffusion with Better Control! Perf... Content 00:00 Introduction 07:38 What is Profusion? 08:54 Fundamentals 15:22 Image Generation 26:15 What Perfusion solves 33:16 Paper walkthrough 45:07 Rank-one editing 1:00:05 Pareto exploration 1:04:00 Profusion contribution summary ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 😊About Us West Coast Machine Learning is a channel dedicated to exploring the exciting world of machine learning! Our group of techies is passionate about deep learning, neural networks, computer vision, tiny ML, and other cool geeky machine learning topics. We love to dive deep into the technical details and stay up to date with the latest research developments. Our Meetup group and YouTube channel is the perfect place to connect with other like-minded individuals who share your love of machine learning. We offer a mix of research paper discussions, coding reviews, and other data science topics. So, if you're looking to stay up to date with the latest developments in machine learning, connect with other techies, and learn something new, be sure to subscribe to our channel and join our Meetup community today! Meetup: https://www.meetup.com/east-bay-tri-v... ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #machinelearning #perfusion #imageediting #nvidia #rankoneediting #midjourney #imagegeneration #dalle