Deep learning for event-based vision: A comprehensive survey and benchmarks

X Zheng, Y Liu, Y Lu, T Hua, T Pan, W Zhang… - arxiv preprint arxiv …, 2023 - arxiv.org
Event cameras are bio-inspired sensors that capture the per-pixel intensity changes
asynchronously and produce event streams encoding the time, pixel position, and polarity …

Deep learning-based depth estimation methods from monocular image and videos: A comprehensive survey

U Rajapaksha, F Sohel, H Laga, D Diepeveen… - ACM Computing …, 2024 - dl.acm.org
Estimating depth from single RGB images and videos is of widespread interest due to its
applications in many areas, including autonomous driving, 3D reconstruction, digital …

Spiking transformers for event-based single object tracking

J Zhang, B Dong, H Zhang, J Ding… - Proceedings of the …, 2022 - openaccess.thecvf.com
Event-based cameras bring a unique capability to tracking, being able to function in
challenging real-world conditions as a direct result of their high temporal resolution and high …

Delivering arbitrary-modal semantic segmentation

J Zhang, R Liu, H Shi, K Yang, S Reiß… - Proceedings of the …, 2023 - openaccess.thecvf.com
Multimodal fusion can make semantic segmentation more robust. However, fusing an
arbitrary number of modalities remains underexplored. To delve into this problem, we create …

CMX: Cross-modal fusion for RGB-X semantic segmentation with transformers

J Zhang, H Liu, K Yang, X Hu, R Liu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Scene understanding based on image segmentation is a crucial component of autonomous
vehicles. Pixel-wise semantic segmentation of RGB images can be advanced by exploiting …

Cmda: Cross-modality domain adaptation for nighttime semantic segmentation

R **a, C Zhao, M Zheng, Z Wu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Most nighttime semantic segmentation studies are based on domain adaptation approaches
and image input. However, limited by the low dynamic range of conventional cameras …

Ess: Learning event-based semantic segmentation from still images

Z Sun, N Messikommer, D Gehrig… - European Conference on …, 2022 - Springer
Retrieving accurate semantic information in challenging high dynamic range (HDR) and
high-speed conditions remains an open challenge for image-based algorithms due to …

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 …

Vista 2.0: An open, data-driven simulator for multimodal sensing and policy learning for autonomous vehicles

A Amini, TH Wang, I Gilitschenski… - … on Robotics and …, 2022 - ieeexplore.ieee.org
Simulation has the potential to transform the development of robust algorithms for mobile
agents deployed in safety-critical scenarios. However, the poor photorealism and lack of …

Brain-inspired computing: A systematic survey and future trends

G Li, L Deng, H Tang, G Pan, Y Tian… - Proceedings of the …, 2024 - ieeexplore.ieee.org
Brain-inspired computing (BIC) is an emerging research field that aims to build fundamental
theories, models, hardware architectures, and application systems toward more general …