A systematic literature review on binary neural networks

R Sayed, H Azmi, H Shawkey, AH Khalil… - IEEE Access, 2023 - ieeexplore.ieee.org
This paper presents an extensive literature review on Binary Neural Network (BNN). BNN
utilizes binary weights and activation function parameters to substitute the full-precision …

N-imagenet: Towards robust, fine-grained object recognition with event cameras

J Kim, J Bae, G Park, D Zhang… - Proceedings of the …, 2021 - openaccess.thecvf.com
We introduce N-ImageNet, a large-scale dataset targeted for robust, fine-grained object
recognition with event cameras. The dataset is collected using programmable hardware in …

Low cost and latency event camera background activity denoising

S Guo, T Delbruck - IEEE Transactions on Pattern Analysis and …, 2022 - ieeexplore.ieee.org
Dynamic Vision Sensor (DVS) event camera output includes uninformative background
activity (BA) noise events that increase dramatically under dim lighting. Existing denoising …

Emergent visual sensors for autonomous vehicles

Y Li, J Moreau, J Ibanez-Guzman - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
For vehicles to navigate autonomously, they need to perceive and understand their
immediate surroundings. Currently, cameras are the preferred sensors, due to their high …

[HTML][HTML] Binary Neural Networks in FPGAs: Architectures, Tool Flows and Hardware Comparisons

Y Su, KP Seng, LM Ang, J Smith - Sensors, 2023 - mdpi.com
Binary neural networks (BNNs) are variations of artificial/deep neural network (ANN/DNN)
architectures that constrain the real values of weights to the binary set of numbers {− 1, 1} …

A composable dynamic sparse dataflow architecture for efficient event-based vision processing on fpga

Y Gao, B Zhang, Y Ding, HKH So - Proceedings of the 2024 ACM/SIGDA …, 2024 - dl.acm.org
Event-based vision represents a paradigm shift in how vision information is captured and
processed. By only responding to dynamic intensity changes in the scene, event-based …

Event-based vision on FPGAS-A survey

T Kryjak - 2024 27th Euromicro Conference on Digital System …, 2024 - ieeexplore.ieee.org
In recent years there has been a growing interest in event cameras, ie vision sensors that
record changes in illumination independently for each pixel. This type of operation ensures …

REMOT: A hardware-software architecture for attention-guided multi-object tracking with dynamic vision sensors on FPGAs

Y Gao, S Wang, HKH So - Proceedings of the 2022 ACM/SIGDA …, 2022 - dl.acm.org
In contrast to conventional vision sensors that produce images of the entire field-of-view at a
fixed frame rate, dynamic vision sensors (DVS) are neuromorphic devices that only produce …

A reconfigurable architecture for real-time event-based multi-object tracking

Y Gao, S Wang, HKH So - ACM Transactions on Reconfigurable …, 2023 - dl.acm.org
Although advances in event-based machine vision algorithms have demonstrated
unparalleled capabilities in performing some of the most demanding tasks, their …

A comparative study in pedestrian detection for autonomous driving systems

M Ramchandani, SP Sahu… - 2022 OPJU International …, 2023 - ieeexplore.ieee.org
Technology development has altered how people live. Intelligent vehicles are being
developed as a result of technological advancements in the automobile industry …