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Mesorasi: Architecture support for point cloud analytics via delayed-aggregation
Point cloud analytics is poised to become a key workload on battery-powered embedded
and mobile platforms in a wide range of emerging application domains, such as …
and mobile platforms in a wide range of emerging application domains, such as …
Euphrates: Algorithm-soc co-design for low-power mobile continuous vision
Continuous computer vision (CV) tasks increasingly rely on convolutional neural networks
(CNN). However, CNNs have massive compute demands that far exceed the performance …
(CNN). However, CNNs have massive compute demands that far exceed the performance …
ILLIXR: Enabling end-to-end extended reality research
An increasing number of edge systems have large computational demands, stringent
resource constraints, and end-to-end quality-driven goodness metrics. Architects have …
resource constraints, and end-to-end quality-driven goodness metrics. Architects have …
EVA²: Exploiting temporal redundancy in live computer vision
Hardware support for deep convolutional neural networks (CNNs) is critical to advanced
computer vision in mobile and embedded devices. Current designs, however, accelerate …
computer vision in mobile and embedded devices. Current designs, however, accelerate …
Automatic generation of high-performance quantized machine learning kernels
Quantization optimizes machine learning inference for resource constrained environments
by reducing the precision of its computation. In the extreme, even single-bit computations …
by reducing the precision of its computation. In the extreme, even single-bit computations …
Embedded vision systems: A review of the literature
Over the past two decades, the use of low power Field Programmable Gate Arrays (FPGA)
for the acceleration of various vision systems mainly on embedded devices have become …
for the acceleration of various vision systems mainly on embedded devices have become …
Exploring extended reality with ILLIXR: A new playground for architecture research
As we enter the era of domain-specific architectures, systems researchers must understand
the requirements of emerging application domains. Augmented and virtual reality (AR/VR) or …
the requirements of emerging application domains. Augmented and virtual reality (AR/VR) or …
Asv: Accelerated stereo vision system
Estimating depth from stereo vision cameras, ie," depth from stereo", is critical to emerging
intelligent applications deployed in energy-and performance-constrained devices, such as …
intelligent applications deployed in energy-and performance-constrained devices, such as …
Déja view: Spatio-temporal compute reuse for 'energy-efficient 360 vr video streaming
The emergence of virtual reality (VR) and augmented reality (AR) has revolutionized our
lives by enabling a 360° artificial sensory stimulation across diverse domains, including, but …
lives by enabling a 360° artificial sensory stimulation across diverse domains, including, but …
Design and evaluation of extended reality systems
M Huzaifa - 2022 - ideals.illinois.edu
As we enter the era of domain-specific architectures, systems researchers must understand
the requirements of emerging application domains. Augmented and virtual reality (AR/VR) or …
the requirements of emerging application domains. Augmented and virtual reality (AR/VR) or …