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.

GitHub

2k stars
40 watching
235 forks
Language: Jupyter Notebook
last commit: 16 days ago
Linked from 1 awesome list


Backlinks from these awesome lists:

Related 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