2D Image to 3D Point Cloud with DepthAnything: Live Course (Monocular Depth Estimation)

This live session dives deep into this revolutionary technique for generating 3D models from just a single 2D image. Here's what we cover with Gaetano: 1. Introduction to 3D reconstruction and its challenges. 2. Understanding Vision Transformers (ViTs) and their capabilities. 3. Deep Dive into ViT-based Reconstruction 4. How ViTs are used for 3D scene understanding from single images. 5. Exploring the core concepts: masking, depth estimation, and fusion. 6. Live Coding & Demo 7. Visualize the 3D model generation process from a single image. 🍿 NEXT STEPS: Code a 3D Point Cloud Segmentation Solution with Python: https://youtu.be/-OSVKbSsqT0?si=XxM7yXBMcBYRYPf5 Finish the 3D Tutorial Series: https://learngeodata.eu/3d-tutorials/ Dive in Expert articles: https://medium.com/@florentpoux Become a 3D Data Science Expert: https://learngeodata.eu 🙋 FOLLOW ME Linkedin: https://www.linkedin.com/in/florent-poux-point-cloud/ Github: https://github.com/florentPoux Research: https://scholar.google.com/citations?user=eoyJ6eYAAAAJ&hl=en WHO AM I? If we haven’t yet before - Hey 👋 I’m Florent, a professor-turned-entrepreneur, and I’ve somehow become one of the most-followed 3D expert. Through my videos here on this channel and my writing, I share evidence-based strategies and tools to help you be better coders and 3D innovators. 📄 CHAPTERS [00:00:00]: 3D Tutorial Introduction [00:01:00]: 3D Depth Anything Concepts [00:11:58]: Live Code: Monocular Depth Estimation [00:41:31]: Exploring Edge Cases for 3D Point Clouds [00:51:31]: Q&A Session [00:58:48]: ROS Real-Time DepthAnything 3D