Towards a new paradigm for brain-inspired computer vision

XL Zou, TJ Huang, S Wu - Machine Intelligence Research, 2022 - Springer
Brain-inspired computer vision aims to learn from biological systems to develop advanced
image processing techniques. However, its progress so far is not impressing. We recognize …

Brain-inspired artificial intelligence research: A review

GY Wang, HN Bao, Q Liu, TG Zhou, S Wu… - Science China …, 2024 - Springer
Artificial intelligence (AI) systems surpass certain human intelligence abilities in a statistical
sense as a whole, but are not yet the true realization of these human intelligence abilities …

Spike transformer: Monocular depth estimation for spiking camera

J Zhang, L Tang, Z Yu, J Lu, T Huang - European Conference on Computer …, 2022 - Springer
Spiking camera is a bio-inspired vision sensor that mimics the sampling mechanism of the
primate fovea, which has shown great potential for capturing high-speed dynamic scenes …

Enhancing motion deblurring in high-speed scenes with spike streams

S Chen, J Zhang, Y Zheng… - Advances in Neural …, 2023 - proceedings.neurips.cc
Traditional cameras produce desirable vision results but struggle with motion blur in high-
speed scenes due to long exposure windows. Existing frame-based deblurring algorithms …

Learning temporal-ordered representation for spike streams based on discrete wavelet transforms

J Zhang, S Jia, Z Yu, T Huang - Proceedings of the AAAI Conference on …, 2023 - ojs.aaai.org
Spike camera, a new type of neuromorphic visual sensor that imitates the sampling
mechanism of the primate fovea, can capture photons and output 40000 Hz binary spike …

Optical flow estimation for spiking camera

L Hu, R Zhao, Z Ding, L Ma, B Shi… - Proceedings of the …, 2022 - openaccess.thecvf.com
As a bio-inspired sensor with high temporal resolution, the spiking camera has an enormous
potential in real applications, especially for motion estimation in high-speed scenes …

Hybrid high dynamic range imaging fusing neuromorphic and conventional images

J Han, Y Yang, P Duan, C Zhou, L Ma… - … on pattern analysis …, 2023 - ieeexplore.ieee.org
Reconstruction of high dynamic range image from a single low dynamic range image
captured by a conventional RGB camera, which suffers from over-or under-exposure, is an ill …

Learning optical flow from continuous spike streams

R Zhao, R Xiong, J Zhao, Z Yu… - Advances in Neural …, 2022 - proceedings.neurips.cc
Spike camera is an emerging bio-inspired vision sensor with ultra-high temporal resolution.
It records scenes by accumulating photons and outputting continuous binary spike streams …

Learning to super-resolve dynamic scenes for neuromorphic spike camera

J Zhao, R Xiong, J Zhang, R Zhao, H Liu… - Proceedings of the AAAI …, 2023 - ojs.aaai.org
Spike camera is a kind of neuromorphic sensor that uses a novel``integrate-and-
fire''mechanism to generate a continuous spike stream to record the dynamic light intensity …

1000 fps hdr video with a spike-rgb hybrid camera

Y Chang, C Zhou, Y Hong, L Hu, C Xu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Capturing high frame rate and high dynamic range (HFR&HDR) color videos in high-speed
scenes with conventional frame-based cameras is very challenging. The increasing frame …