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: • 3D Point Cloud Segmentation and Shape Reco...
Finish the 3D Tutorial Series: https://learngeodata.eu/3d-tutorials/
Dive in Expert articles: / florentpoux
Become a 3D Data Science Expert: https://learngeodata.eu
🙋 FOLLOW ME
Linkedin: / florent-poux-point-cloud
Github: https://github.com/florentPoux
Research: https://scholar.google.com/citations?...
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