3D Vision Resources
Here is a list of 3D Computer Vision resources
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Table Of Content
Courses
| Link | Description |
|---|---|
| CS231A | Computer Vision, From 3D Reconstruction to Recognition |
| Introduction to Computer Vision | Course of great quality that covers large. |
| 3D Vision Princeton | Similar to CS231N |
Papers with code
| Link | Description |
|---|---|
| PWC | Papers with code. Sorted by stars. Updated weekly. |
| Papers With Code | Papers With Code extracted from Github database. |
Collections
| Link | Description |
|---|---|
| 3D-Machine-Learning | A resource repository for 3D machine learning |
| Awesome 3D | Awesome list of 3D resources. |
| Awesome 3D Reconstruction list | A curated list of papers & ressources linked to 3D reconstruction from images. |
| Awesome Visual SLAM | The list of vision-based SLAM / Visual Odometry open source, blogs, and papers. |
| Github topic:3D-Mapping | List of Github repositories about 3D Mapping |
| Github topic:3D-Reconstruction | List of Github repositories about 3D Reconstruction |
| Github topic:3D-Vision | List of Github repositories about 3D Vision |
Projects
| Link | Description | code |
|---|---|---|
| Matterport3D segmentation | Learning from RGB-D Data in Indoor Environments | link |
| Frustum PointNets for 3D Object Detection from RGB-D Data | novel detection pipeline that combines both mature 2D object detectors and the state-of-the-art 3D deep learning techniques | link |
Datasets
| Link | Description |
|---|---|
| Pix3D | Dataset and Methods for Single-Image 3D Shape Modeling |
| ShapeNet | Richly-annotated, large-scale dataset of 3D shapes. |
| KITTI 3D object detection | Self-driving car dataset. |
| SUN RGB-D | Scene Understanding Benchmark Suite |
| PASCAL 3D+ | 3D models for objects in real-life images |
| [IKEA] | Images of IKEA furniture, along with accurate 3D shape and pose annotations |