NVIDIA Blackwell GPUs are generally 20X more energy efficient than traditional CPUs for certain AI and high-performance computing (HPC) workloads. NVIDIA DPUs can significantly reduce …

4 天之前 · Synthetic Data Generation (SDG) is the process by which a researcher can create completely artificial, but accurately annotated datasets to use as the baseline for training AI algorithms.

Over the past five years, we’ve built full software stacks that run on top of our GPUs and CUDA to bring AI to the world’s largest industries, including the NVIDIA DRIVE stack for autonomous driving, Clara for healthcare, and Omniverse for industrial digitalization; and introduced the NVIDIA AI Enterprise software—essentially an operating ...

NVIDIA Omniverse Replicator 是 Omniverse 平台的核心扩展，可供开发者通过编程生成带标注的合成数据，以加速用于机器人、自动驾驶车辆、零售环境等用例的 AI 模型的感知训练。

利用合成数据生成 (SDG) 技术可以大幅节省训练时间和训练成本。 为什么要使用合成数据？ 弥补数据差异加速 AI 模型开发，同时降低获取和标记文本、视觉和物理 AI 模型所需数据的总体成本。 通过生成内容多样的合成数据集来模拟现实世界，解决隐私问题并减少偏差。 通过在训练时使用包含罕见但重要的极端案例的数据（通常不可能收集到），创建高度准确的通用 AI 模型。 使用自动化工作流数据以程序化方式生成数据，这些数据可根据您在制造业、汽车业、机器人业等领域 …

2024年8月16日 · NVIDIA is announcing a new suite of models specifically built for SDG: the Nemotron-4-340B family of models, including a state-of-the-art base model, and an Instruct model to aid in SDG. All are released under a permissive license that enables businesses and developers to use the model outputs and build incredible models. NVIDIA Open Model License

Build your own SDG pipeline for robotics simulations, industrial inspection, and other physical AI use cases with NVIDIA Isaac Sim.

NVIDIA 宣布推出 NVIDIA Isaac Sim 的 2022.2 版本。 作为机器人仿真和合成数据生成（ SDG ）工具，该 NVIDIA Omniverse 应用程序加速了智能机器人的开发、测试、培训和部署。 使用 NVIDIA Isaac Sim ，您可以轻松…

4 天之前 · In this workflow guide, we demonstrate how developers can use NVIDIA APIS to quickly create and augment complex digital twins for building generative physical AI. For this workflow, we’ll specifically explore NVIDIA USD APIs that enable developers to take advantage of USD for 3D application and workflow development.

2022年8月31日 · How to find the port number on which Omniverse Replicator is running inside a Docker container? How to generate "photoreal synthetic data" from Omniverse environments …