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Stereoscopic artificial compound eyes for spatiotemporal perception in three-dimensional space
Arthropods' eyes are effective biological vision systems for object tracking and wide field of
view because of their structural uniqueness; however, unlike mammalian eyes, they can …
view because of their structural uniqueness; however, unlike mammalian eyes, they can …
Low power processors and image sensors for vision-based iot devices: a review
With the advancements of the Internet of Things (IoT) technology, applications of battery
powered machine vision based IoT devices is rapidly growing. While numerous research …
powered machine vision based IoT devices is rapidly growing. While numerous research …
Reconfiguring the imaging pipeline for computer vision
Advancements in deep learning have ignited an explosion of research on efficient hardware
for embedded computer vision. Hardware vision acceleration, however, does not address …
for embedded computer vision. Hardware vision acceleration, however, does not address …
Leveraging frame affinity for srgb-to-raw video de-rendering
Unprocessed RAW video has shown distinct advantages over sRGB video in video editing
and computer vision tasks. However capturing RAW video is challenging due to limitations …
and computer vision tasks. However capturing RAW video is challenging due to limitations …
ISP4ML: The role of image signal processing in efficient deep learning vision systems
P Hansen, A Vilkin, Y Krustalev, J Imber… - 2020 25th …, 2021 - ieeexplore.ieee.org
Convolutional neural networks (CNNs) are now widely deployed in a variety of computer
vision (CV) systems. These systems typically include an image signal processor (ISP), even …
vision (CV) systems. These systems typically include an image signal processor (ISP), even …
Deep learning-based object detection between train and rail transit platform door
F Cheng, H Cai - International Journal of Grid and Utility …, 2022 - inderscienceonline.com
When the train is running, if foreign objects are stuck between the platform tracks, it will often
cause huge safety accidents. Therefore, based on deep learning, this paper designs a wide …
cause huge safety accidents. Therefore, based on deep learning, this paper designs a wide …
Characterizing and taming model instability across edge devices
The same machine learning model running on different edge devices may produce highly-
divergent outputs on a nearly-identical input. Possible reasons for the divergence include …
divergent outputs on a nearly-identical input. Possible reasons for the divergence include …
Analyzing sensor quantization of raw images for visual SLAM
Visual simultaneous localization and map** (SLAM) is an emerging technology that
enables low-power devices with a single camera to perform robotic navigation. However …
enables low-power devices with a single camera to perform robotic navigation. However …
ISP4ML: Understanding the role of image signal processing in efficient deep learning vision systems
P Hansen, A Vilkin, Y Khrustalev, J Imber… - arxiv preprint arxiv …, 2019 - arxiv.org
Convolutional neural networks (CNNs) are now predominant components in a variety of
computer vision (CV) systems. These systems typically include an image signal processor …
computer vision (CV) systems. These systems typically include an image signal processor …
Configurable image processing system and methods for operating a configurable image processing system for multiple applications
(57) ABSTRACT A configurable image processing system can process image data for
multiple applications by including an image sensor capable of operating in a machine vision …
multiple applications by including an image sensor capable of operating in a machine vision …