Real-time efficient semantic segmentation network based on improved ASPP and parallel fusion module in complex scenesSemantic segmentationDeeplabv3+ASPPEncoder-decoderAtrous convolutionSemantic segmentation can help the perception link to better build an understanding of complex scenes, and can assist the ...
We propose a real-time HPE model called CCAM-Person to address the limitations of existing methods, such as inaccurate keypoint localization due to limited receptive field or loss of original features, and pose estimation failure caused by occlusion. Specifically, our approach is inspired by the Y...
2024 IF 3D Model ER-NeRF++: Efficient region-aware Neural Radiance Fields for high-fidelity talking portrait synthesis - 2024 ICLR 3D Model Real3D-Portrait: One-shot Realistic 3D Talking Portrait Synthesis Code 2024 ICLR Diffusion GAIA: ZERO-SHOT TALKING AVATAR GENERATION Code 2024 T-PAMI Multimod...
Thanks to the advance in deep learning, the conventional supervised learning-based visual semantic segmentation approaches have made considerable breakthroughs in both real-time performance and prediction accuracy [118]–[121]. They learn to fit the distribution of specific classes from a great deal of...
The existing foreign object recognition methods have some limitations, such as imprecise extraction of railway regions and limited real-time performance. This study proposes a efficient railway region extraction model, called Railseg. Railseg is based on lightweight principles and consist of an encoder...
我们的PointNet是一个统一的架构,直接将点云作为输入和输出,要么是整个输入的类别标签,要么是输入的每个点的分割/部分标签。我们网络的基本架构非常简单,因为在初始阶段,每个点的处理都是相同和独立的。在基本设置中,每个点仅由其三个坐标(x,y,z)(x,y,z)表示。可以通过计算法线和其他局部或全局特征来增加额外的...
Lightweight models for real-time semantic segmentationon PyTorch (include SQNet, LinkNet, SegNet, UNet, ENet, ERFNet, EDANet, ESPNet, ESPNetv2, LEDNet, ESNet, FSSNet, CGNet, DABNet, Fast-SCNN, ContextNet, FPENet, etc.) - xiaoyufenfei/Efficient-Segmentati
An efficient schedulability analysis based on worst-case interference time for real-time systems Liu, Hongbiao; Yang, Mengfei; Qiao, Lei; Chen, Xi; Gong, Jian Sci China Inf Sci, 2024, 67(9): 192103Keywords: five-tuple real-time task model; real-time system; spacecraft; Internet of Thin...
We validated MBSNet on multiple datasets and showed that the proposed network is lighter and more efficient. However, although the experimental results of MBSNet on multiple datasets show better performance than UNeXt, the computational complexity is much larger. The network takes up a lot of ...
Recently, several convolutional neural networks have been proposed not only for 2D images, but also for 3D and 4D volume segmentation. Nevertheless, due to the large data size of the latter, acquiring a sufficient amount of training annotations is much m