kubric
Video generator
Automates video data generation with realistic physics simulation and annotations for machine learning training
A data generation pipeline for creating semi-realistic synthetic multi-object videos with rich annotations such as instance segmentation masks, depth maps, and optical flow.
2k stars
40 watching
235 forks
Language: Jupyter Notebook
last commit: 3 months ago
Linked from 1 awesome list
amrzv/awesome-colab-notebooksRelated projects:
| Repository | Description | Stars |
|---|---|---|
 kubeflow/pipelines | A tool for building and managing machine learning workflows on Kubernetes. | 3,634 |
| kubeflow/kubeflow | An ecosystem of Kubernetes-based components for each stage in the AI/ML lifecycle | 14,472 |
 google-research-datasets/objectron | A dataset of short video clips with 3D bounding box annotations for object detection and tracking | 2,247 |
 dlr-rm/blenderproc | Automates photorealistic rendering of 3D scenes using Blender | 2,872 |
 timzhang642/3d-machine-learning | A resource repository for 3D machine learning, providing a centralized platform for research papers, datasets, models, and courses related to 3D computer vision and machine learning. | 9,813 |
 nvidiagameworks/kaolin | A PyTorch library for accelerating 3D deep learning research with various GPU-optimized operations and tools. | 4,550 |
| kubeflow/katib | An automated machine learning system that supports hyperparameter tuning and neural architecture search on Kubernetes. | 1,521 |
 trekhleb/homemade-machine-learning | Practices implementing popular machine learning algorithms from scratch to gain a deeper understanding of their mathematics | 23,191 |
 sjchoi86/tensorflow-101 | A comprehensive tutorial project on building and training neural networks with TensorFlow | 2,606 |
 isl-org/open3d | A C++ library for rapid development of software that processes 3D data | 11,648 |
 kubeflow-kale/kale | Simplifies the deployment of Kubeflow Pipelines workflows by providing a graphical interface for Data Scientists to define and deploy pipelines directly from JupyterLab. | 632 |
 binroot/tensorflow-book | A comprehensive resource for learning machine learning using TensorFlow. | 4,453 |
 yunishi3/3d-fcr-alphagan | This project aims to develop a generative model for 3D multi-object scenes using a novel network architecture inspired by auto-encoding and generative adversarial networks. | 103 |
 google-deepmind/mujoco | A general-purpose physics simulator for simulating articulated structures in motion. | 8,338 |
 mit-spark/kimera-semantics | Tools and methods for real-time 3D reconstruction from 2D data in robotics and computer vision | 651 |