Lightweight and efficient asymmetric network design for real-time semantic segmentation
Sign Up to like & getrecommendations! Published in 2022 at "Applied Intelligence"
DOI: 10.1007/s10489-021-02437-9
Abstract: With the increasing demand for application scenarios such as autonomous driving and drone aerial photography, it has become a challenging problem that how to achieve the best trade-off between segmentation accuracy and inference speed while… read more here.
Keywords: asymmetric network; real time; efficient asymmetric; segmentation ... See more keywords
Comparative Study of Real-Time Semantic Segmentation Networks in Aerial Images During Flooding Events
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2022.3219724
Abstract: Real-time semantic segmentation of aerial imagery is essential for unmanned ariel vehicle applications, including military surveillance, land characterization, and disaster damage assessments. Recent real-time semantic segmentation neural networks promise low computation and inference time, appropriate… read more here.
Keywords: time; time semantic; flooding events; segmentation ... See more keywords
HoloParser: Holistic Visual Parsing for Real-Time Semantic Segmentation in Autonomous Driving
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Instrumentation and Measurement"
DOI: 10.1109/tim.2022.3224526
Abstract: Existing real-time semantic segmentation models usually pursue lower inference costs by compressing spatial resolution, reducing the number of feature extraction layers, or simplifying the high-resolution generation process. This inevitably leads to huge information loss and… read more here.
Keywords: time semantic; resolution; segmentation; real time ... See more keywords
Deep Multi-Branch Aggregation Network for Real-Time Semantic Segmentation in Street Scenes
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2022.3150350
Abstract: Real-time semantic segmentation, which aims to achieve high segmentation accuracy at real-time inference speed, has received substantial attention over the past few years. However, many state-of-the-art real-time semantic segmentation methods tend to sacrifice some spatial… read more here.
Keywords: network; time semantic; segmentation; real time ... See more keywords
Adjacent Feature Propagation Network (AFPNet) for Real-Time Semantic Segmentation
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Systems, Man, and Cybernetics: Systems"
DOI: 10.1109/tsmc.2021.3132026
Abstract: With the development of deep learning, semantic segmentation has received considerable attention within the robotics community. For semantic segmentation to be applied to mobile robots or autonomous vehicles, real-time processing is essential. In this article,… read more here.
Keywords: network; time; time semantic; real time ... See more keywords