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 …

Within-camera multilayer perceptron dvs denoising

A Rios-Navarro, S Guo… - Proceedings of the …, 2023 - openaccess.thecvf.com
In-camera event denoising can dramatically reduce the data rate of event cameras by
filtering out noise at the source. A lightweight multilayer perceptron denoising filter (MLPF) …

Historical perspective and opportunity for computing in memory using floating-gate and resistive non-volatile computing including neuromorphic computing

JO Hasler, A Basu - Neuromorphic Computing and Engineering, 2025 - iopscience.iop.org
The effort addresses the research activity around the usage of Non-Volatile Memories (NVM)
for storage of “weights” in neural networks and the resulting computation through these …

A 389 TOPS/W, always ON region proposal integrated circuit using in-memory computing in 65 nm CMOS

SK Bose, A Basu - IEEE Journal of Solid-State Circuits, 2022 - ieeexplore.ieee.org
Neuromorphic vision sensors (NVSs) are key enablers of energy savings in Internet of
Things (IoT)-based traffic monitoring and surveillance systems that exploit the temporal …

A 915–1220 TOPS/W, 976–1301 GOPS Hybrid In-Memory Computing Based Always-On Image Processing for Neuromorphic Vision Sensors

X Zhang, A Basu - IEEE Journal of Solid-State Circuits, 2022 - ieeexplore.ieee.org
Neuromorphic vision sensors (NVSs) save energy and reduce data at the source by
asynchronously recording changes in temporal contrast. Thus, NVS provides an opportunity …

EDformer: Transformer-Based Event Denoising Across Varied Noise Levels

B Jiang, B Xiong, B Qu, M Salman Asif, Y Zhou… - European Conference on …, 2025 - Springer
Currently, there is relatively limited research on the background activity noise of event
cameras in different brightness conditions, and the relevant real-world datasets are …

Noise Filtering Benchmark for Neuromorphic Satellites Observations

S Arja, A Marcireau, NO Ralph, S Afshar… - arXiv preprint arXiv …, 2024 - arxiv.org
Event cameras capture sparse, asynchronous brightness changes which offer high temporal
resolution, high dynamic range, low power consumption, and sparse data output. These …

Memory Efficient Corner Detection for Event-Driven Dynamic Vision Sensors

PSV Sun, A Glover, C Bartolozzi… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
Event cameras offer low-latency and data compression for visual applications, through event-
driven operation, that can be exploited for edge processing in tiny autonomous agents …

Design of a two-branch network enhancement algorithm for deep features in visually communicated images

Y Liu - Signal, Image and Video Processing, 2024 - Springer
Aiming at the problem that the visual communication image enhances the features from a
single angle, resulting in the fuzzy phenomenon of some details, a double branch network …

An Efficient Hash-based Data Structure for Dynamic Vision Sensors and its Application to Low-energy Low-memory Noise Filtering

PK Gopalakrishnan, CH Chang, A Basu - arXiv preprint arXiv:2304.14688, 2023 - arxiv.org
Events generated by the Dynamic Vision Sensor (DVS) are generally stored and processed
in two-dimensional data structures whose memory complexity and energy-per-event scale …