Hellow guys, Welcome to my website, and you are watching controlnet paper explained - Adding Conditional Control to Text-to-Image Diffusion Models. and this vIdeo is uploaded by AI Bites at 2024-01-05T04:30:16-08:00. We are pramote this video only for entertainment and educational perpose only. So, I hop you like our website.
| Name | controlnet paper explained - Adding Conditional Control to Text-to-Image Diffusion Models |
| Video Uploader | Video From AI Bites |
| Upload Date | This Video Uploaded At 05-01-2024 12:30:16 |
| Video Discription | ControlNets is the first paper to enable precise spatial control of the generated outputs of image generation models. It won the best prize in the prestigious ICCV 2023 conference. This video covers the architecture of ControlNets, the idea of classifier-free guidance, and how it has been modified for resolution reweighting. It also covers the qualitative results and ablation studies. ⌚️ ⌚️ ⌚️ TIMESTAMPS ⌚️ ⌚️ ⌚️ 0:00 Introduction to ControlNet 1:45 Neural Network Blocks 2:04 ControlNet Architecture 3:02 ControlNet with Stable Diffusion 5:05 ControlNet Training 6:39 Classifier-free Guidance Resolution Weighting 6:56 Classifier Guidance 8:58 Classifier-free Guidance 9:46 Classifier-free Guidance Resolution Weighting 11:08 Ablation Studies 🛠 🛠 🛠 MY SOFTWARE TOOLS 🛠 🛠 🛠 ✍️ Notion - https://affiliate.notion.so/aibites-yt ✍️ Notion AI - https://affiliate.notion.so/ys9rqzv2vdd8 📹 OBS Studio for video editing - https://obsproject.com 📼 Manim for some animations - https://www.manim.community 🎵 My music - https://www.bensound.com and 📚 📚 📚 BOOKS I HAVE READ, REFER AND RECOMMEND 📚 📚 📚 📖 Deep Learning by Ian Goodfellow - https://amzn.to/3Wnyixv 📙 Pattern Recognition and Machine Learning by Christopher M. Bishop - https://amzn.to/3ZVnQQA 📗 Machine Learning: A Probabilistic Perspective by Kevin Murphy - https://amzn.to/3kAqThb 📘 Multiple View Geometry in Computer Vision by R Hartley and A Zisserman - https://amzn.to/3XKVOWi MY KEY LINKS YouTube: https://www.youtube.com/@AIBites Twitter: https://twitter.com/ai_bites Patreon: https://www.patreon.com/ai_bites Github: https://github.com/ai-bites WHO AM I? I am a Machine Learning researcher/practitioner who has seen the grind of academia and start-ups equally. I started my career as a software engineer 15 years ago. Because of my love for Mathematics (coupled with a glimmer of luck), I graduated with a Master's in Computer Vision and Robotics in 2016 when the now happening AI revolution just started. Life has changed for the better ever since. #machinelearning #deeplearning #aibites |
| Category | Education |
| Tags | machinelearning | deeplearning | transformers | artificial intelligence | AI | deep learning | machine learning | educational | how to learn AI |
