融合多尺度深度卷积的轻量级Transformer 交通场景语义分割算法.

谢刚, 王荃毅, 谢新林, 王健安 - Journal on Communication …, 2023 - search.ebscohost.com
针对交通场景语义分割算法中存在的易融入周围背景的纤细条状目标分割不连续,
模型参数量大等问题, 提出一种融合多尺度深度卷积的轻量级Transformer …

Surround-view Water Surface BEV Segmentation for Autonomous Surface Vehicles: Dataset, Baseline and Hybrid-BEV Network

H Xu, X Zhang, J He, Z Geng… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Autonomous surface vessels (ASVs) are growing rapidly due to their ability to execute
hazardous and time-consuming missions over water surfaces. Recently, camera-based …

[HTML][HTML] MineSDS: A Unified Framework for Small Object Detection and Drivable Area Segmentation for Open-Pit Mining Scenario

Y Liu, C Li, J Huang, M Gao - Sensors, 2023 - mdpi.com
To tackle the challenges posed by dense small objects and fuzzy boundaries on
unstructured roads in the mining scenario, we proposed an end-to-end small object …

Dual-Resolution and Deformable Multihead Network for Oriented Object Detection in Remote Sensing Images

D Yu, Q Xu, X Liu, H Guo, J Lu, Y Lin… - IEEE Journal of Selected …, 2022 - ieeexplore.ieee.org
Compared with general object detection, the scale variations, arbitrary orientations, and
complex backgrounds of objects in remote sensing images make it more challenging to …

Bird's eye view semantic segmentation based on improved transformer for automatic annotation

T Liang, W Pan, H Bao, X Fan, H Li - KSII Transactions on Internet …, 2023 - koreascience.kr
High-definition (HD) maps can provide precise road information that enables an
autonomous driving system to effectively navigate a vehicle. Recent research has focused …

: A Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Deep Learning Vision Models

F Nesti, G Rossolini, G D'Amico… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Adversarial examples represent a serious threat for deep neural networks in several
application domains and a huge amount of work has been produced to investigate them and …

Dual Spatial-Temporal Feature Pyramid With Decoupled Temporal Mining for Video Semantic Segmentation

Y Hong, H Pan, W Sun, Y Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Semantic segmentation plays a pivotal role in environmental perception for autonomous
driving. Video semantic segmentation (VSS) further takes temporal information into …

Infrared Polarization-Empowered Full-Time Road Detection via Lightweight Multi-Pathway Collaborative 2D/3D Convolutional Networks

X Fan, B Lin, Z Guo - IEEE Transactions on Intelligent …, 2024 - ieeexplore.ieee.org
Automatic roads detection is an essential task for traffic safety and intelligent transportation
systems. Recently the long-wave infrared (LWIR) polarization imaging-based road detection …

Context and Spatial Feature Calibration for Real-Time Semantic Segmentation

K Li, Q Geng, M Wan, X Cao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Context modeling or multi-level feature fusion methods have been proved to be effective in
improving semantic segmentation performance. However, they are not specialized to deal …

[HTML][HTML] LightSeg: Local Spatial Perception Convolution for Real-Time Semantic Segmentation

X Lei, J Liang, Z Gong, Z Jiang - Applied Sciences, 2023 - mdpi.com
Semantic segmentation is increasingly being applied on mobile devices due to
advancements in mobile chipsets, particularly in low-power consumption scenarios …