GTC ON-DEMAND

 
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GTC ON-DEMAND

Presentation
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Abstract:
Well discuss a method of developing altitude-agnostic computer vision algorithms. Performing object detection and classification on a sensor presents more challenges than cloud-based machine learning. We trained a semantic segmentation convolutional neural network (CNN) to detect buildings from high-altitude aircraft and satellite imagery. We adapted the CNN to perform in-flight processing on a Jetson TX2 onboard an unmanned aerial vehicle (UAV) using TensorRT optimizations. Despite the differences present in low-altitude footage, were able to perform well against UAV footage with limited fine-tuning using a sequence of normalization and preprocessing stops. The resultant algorithm can robustly detect buildings across a wide span of altitudes.
Well discuss a method of developing altitude-agnostic computer vision algorithms. Performing object detection and classification on a sensor presents more challenges than cloud-based machine learning. We trained a semantic segmentation convolutional neural network (CNN) to detect buildings from high-altitude aircraft and satellite imagery. We adapted the CNN to perform in-flight processing on a Jetson TX2 onboard an unmanned aerial vehicle (UAV) using TensorRT optimizations. Despite the differences present in low-altitude footage, were able to perform well against UAV footage with limited fine-tuning using a sequence of normalization and preprocessing stops. The resultant algorithm can robustly detect buildings across a wide span of altitudes.  Back
 
Topics:
Intelligent Machines, IoT & Robotics
Type:
Talk
Event:
GTC Washington D.C.
Year:
2019
Session ID:
DC91430
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Abstract:

It's all about the User Experience and there is no second chance to make a first impression. Testing the performance & scalability of a centralized desktop environment, like VDI, is crucial to ensure a great user experience, Knowing what the limits are of your environment and knowing what to do to solve this, is not a "nice to know" but an essential "need to know" to keep your users on board. Learn how LoginVSI, the standard in VDI Performance and Benchmark testing, and NVIDIA have partnered to extend Login VSI's Performance & Benchmark Testing framework to include graphics workloads. Graphics workloads are geared towards 3D modeling applications using real data and real applications. The session will cover how the framework was extended, what is required of a graphics workload, and results seen from scale testing using an example of a prototype AutoCAD workload.

It's all about the User Experience and there is no second chance to make a first impression. Testing the performance & scalability of a centralized desktop environment, like VDI, is crucial to ensure a great user experience, Knowing what the limits are of your environment and knowing what to do to solve this, is not a "nice to know" but an essential "need to know" to keep your users on board. Learn how LoginVSI, the standard in VDI Performance and Benchmark testing, and NVIDIA have partnered to extend Login VSI's Performance & Benchmark Testing framework to include graphics workloads. Graphics workloads are geared towards 3D modeling applications using real data and real applications. The session will cover how the framework was extended, what is required of a graphics workload, and results seen from scale testing using an example of a prototype AutoCAD workload.

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Topics:
GPU Virtualization, Graphics and AI, Cloud Visualization
Type:
Talk
Event:
GTC Silicon Valley
Year:
2014
Session ID:
S4949
Streaming:
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Abstract:

As businesses look to move PCs to the cloud, users are more and more demanding of a better experience and support for all of their devices. NVIDIA GRID enables state of the art graphics in a virtualized environment. This session will show how NVIDIA GRID enables graphics-intensive applications to run interactively in the cloud and display on any device, ranging from phones to tablets to laptops. It also covers the technology behind GPUs in virtual environments and the graphics architecture seen by applications.

As businesses look to move PCs to the cloud, users are more and more demanding of a better experience and support for all of their devices. NVIDIA GRID enables state of the art graphics in a virtualized environment. This session will show how NVIDIA GRID enables graphics-intensive applications to run interactively in the cloud and display on any device, ranging from phones to tablets to laptops. It also covers the technology behind GPUs in virtual environments and the graphics architecture seen by applications.

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Topics:
Cloud Visualization
Type:
Talk
Event:
SIGGRAPH
Year:
2013
Session ID:
SIG1312A
Streaming:
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Abstract:

This talk outlines how developers can take advantage of key Quadro features and technologies to take applications to the next level.

This talk outlines how developers can take advantage of key Quadro features and technologies to take applications to the next level.

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Topics:
Graphics and AI
Type:
Talk
Event:
SIGGRAPH
Year:
2012
Session ID:
SIG1206
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Abstract:

The new NVIDIA VGX technology allows for true hardware virtualization of the GPU, enabling a true PC and Workstation experience in a virtual desktop environment. This session will cover a comparison of graphics virtualization technologies available in the industry (both SW and HW methods) as well as accelerated remoting solutions.

The new NVIDIA VGX technology allows for true hardware virtualization of the GPU, enabling a true PC and Workstation experience in a virtual desktop environment. This session will cover a comparison of graphics virtualization technologies available in the industry (both SW and HW methods) as well as accelerated remoting solutions.

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Topics:
Graphics and AI
Type:
Talk
Event:
SIGGRAPH
Year:
2012
Session ID:
SIG1241
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Abstract:

Learn how you can use a multiple display configuration to render video content captured from multiple sources, utilizing the power of GPUs to achieve unprecedented performance.

Learn how you can use a multiple display configuration to render video content captured from multiple sources, utilizing the power of GPUs to achieve unprecedented performance.

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Topics:
Professional Visualisation
Type:
Talk
Event:
GTC Silicon Valley
Year:
2012
Session ID:
S2326
Streaming:
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Abstract:

Join NVIDIA product manager and application engineers for multi-display systems for an interactive discussion on the current trends in video walls, blended multi-projector systems and its deployment.

Join NVIDIA product manager and application engineers for multi-display systems for an interactive discussion on the current trends in video walls, blended multi-projector systems and its deployment.

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Topics:
Professional Visualisation
Type:
Tutorial
Event:
GTC Silicon Valley
Year:
2012
Session ID:
S2530
Streaming:
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Abstract:

Have questions, concerns or thoughts about the direction of GPU-based video and image processing? Join NVIDIA engineers and product managers for a lively discussion of such topics as application design, multi-GPU architecture, data movement, threading, APIs, and color management as they apply to Video and Image processing applications.

Have questions, concerns or thoughts about the direction of GPU-based video and image processing? Join NVIDIA engineers and product managers for a lively discussion of such topics as application design, multi-GPU architecture, data movement, threading, APIs, and color management as they apply to Video and Image processing applications.

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Topics:
Audio, Image and Video Processing
Type:
Tutorial
Event:
GTC Silicon Valley
Year:
2012
Session ID:
S2601
Streaming:
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Abstract:
This talk is divided into two parts and details how GPUs are now being used as well as delivering significant benefits for audio processing and editing. The first section explains what features of GPUs and the CUDA language provide key benefits for audio processing. The second part will be given by Rudy Sarzo, a world renowned recording and performing professional rock bassist, and focuses on how the GPU can be integrated into a production audio setup as well as the benefits in doing so.
This talk is divided into two parts and details how GPUs are now being used as well as delivering significant benefits for audio processing and editing. The first section explains what features of GPUs and the CUDA language provide key benefits for audio processing. The second part will be given by Rudy Sarzo, a world renowned recording and performing professional rock bassist, and focuses on how the GPU can be integrated into a production audio setup as well as the benefits in doing so.  Back
 
Topics:
Professional Visualisation
Type:
Talk
Event:
GTC Silicon Valley
Year:
2009
Session ID:
S09011
Streaming:
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Speakers:
Ian Williams
Abstract:
Current GPUs can create incredibly realistic images for digital prototyping, however, sometimes realism alone is not sufficient to gain sufficient understanding of a proposed solution or design alternative. In many industries it is very important to further enhance realism in the image with large scale display technologies and immersive environments. This talk discusses many of the technologies and factors associated with large scale visualization, including synchronized multi-channel graphics, 3D stereo configurations, high bit-depth displays, as well as highlighting considerations when many such technologies are combined together.
Current GPUs can create incredibly realistic images for digital prototyping, however, sometimes realism alone is not sufficient to gain sufficient understanding of a proposed solution or design alternative. In many industries it is very important to further enhance realism in the image with large scale display technologies and immersive environments. This talk discusses many of the technologies and factors associated with large scale visualization, including synchronized multi-channel graphics, 3D stereo configurations, high bit-depth displays, as well as highlighting considerations when many such technologies are combined together.   Back
 
Topics:
Professional Visualisation
Type:
Talk
Event:
GTC Silicon Valley
Year:
2009
Session ID:
S09013
Streaming:
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