DALI

May 05, 2023

Why Automatic Augmentation Matters

Deep learning models require hundreds of gigabytes of data to generalize well on unseen samples. Data augmentation helps by increasing the variability of...
13 MIN READ
Jan 18, 2022

Accelerating Medical Image Processing with NVIDIA DALI

Deep learning models require vast amounts of data to produce accurate predictions, and this need becomes more acute every day as models grow in size and...
8 MIN READ
Data server room. Courtesy of Forschungszentrum Jülich/Sascha Kreklau.
Nov 17, 2021

MLPerf HPC v1.0: Deep Dive into Optimizations Leading to Record-Setting NVIDIA Performance

In MLPerf HPC v1.0, NVIDIA-powered systems won four of five new industry metrics focused on AI performance in HPC. As an industry-wide AI...
7 MIN READ
Oct 07, 2021

Rapid Data Pre-Processing with NVIDIA DALI

This post is an update to an older post. Deep learning models require training with vast amounts of data to achieve accurate results. Raw data usually cannot be...
13 MIN READ
Sep 30, 2021

NVIDIA Data Scientists Take Top Spots in MICCAI 2021 Brain Tumor Segmentation Challenge

NVIDIA data scientists this week took three of the top 10 spots in a brain tumor segmentation challenge validation phase at the prestigious MICCAI 2021 medical...
9 MIN READ
Apr 13, 2021

Accelerating Inference with NVIDIA Triton Inference Server and NVIDIA DALI

When you are working on optimizing inference scenarios for the best performance, you may underestimate the effect of data preprocessing. These are the...
10 MIN READ
Jun 16, 2020

Improving Computer Vision with NVIDIA A100 GPUs

During the 2020 NVIDIA GPU Technology Conference keynote address, NVIDIA founder and CEO Jensen Huang introduced the new NVIDIA A100 GPU based on the NVIDIA...
16 MIN READ
Jun 15, 2020

Loading Data Fast with DALI and the New Hardware JPEG Decoder in NVIDIA A100 GPUs

Today, smartphones, the most popular device for taking pictures, can capture images as large as 4K UHD (3840×2160 image), more than 25 MB of raw data. Even...
7 MIN READ
Jul 10, 2019

NVIDIA Boosts AI Performance in MLPerf v0.6

The relentless pace of innovation is most apparent in the AI domain. Researchers and developers discovering new network architectures, algorithms and...
10 MIN READ
Jul 02, 2019

Case Study: ResNet50 with DALI

Let’s imagine a situation. You buy a brand-new, cutting-edge, Volta-powered DGX-2 server. You’ve done your math right, expecting a 2x performance increase...
11 MIN READ
Jun 20, 2019

Object Detection and Lane Segmentation Using Multiple Accelerators with DRIVE AGX

[caption id="attachment_14898" align="alignright" width="610"] DRIVE AGX is NVIDIA's platform for autonomous driving[/caption] Autonomous vehicles require fast...
17 MIN READ
Jun 19, 2019

Creating an Object Detection Pipeline for GPUs

Earlier this year in March, we showed retinanet-examples, an open source example of how to accelerate the training and deployment of an object detection...
16 MIN READ
May 21, 2019

Upgrade to the newest versions of NVIDIA CUDA-X libraries

Learn what’s new in the latest releases of cuDNN, CUDA, TensorRT, DALI, and Nsight Compute. cuDNN 7.5 The NVIDIA CUDA Deep Neural Network library (cuDNN) is a...
2 MIN READ
Jan 28, 2019

Fast AI Data Preprocessing with NVIDIA DALI

Editor's Note: This post has been updated. Here is the revised post. Training deep learning models with vast amounts of data is necessary to achieve accurate...
11 MIN READ
Dec 03, 2018

New Optimizations To Accelerate Deep Learning Training on NVIDIA GPUs

The pace of AI adoption across diverse industries depends on maximizing data scientists’ productivity. NVIDIA releases optimized NGC containers every month...
12 MIN READ