To address the large number of parameters and complicated calculation in the current mainstream human pose estimation network, this paper proposes a lightweight pose estimation network (Lightweight Polarized Network, referred to as LPNet) based on a polarized self-attention mechanism. First, ghost ...
Light-Atten-Pose algorithm uses lightweight EfficientNet network and polarized self-attention (PSA) mechanism on the basis of AlphaPose, which reduces the computation amount by using EfficientNet network, and the data is finely processed by using PSA mechanism in spatial and channel dimensions. ...
While the attention mechanism added to Deep Convolutional Neural Networks (DCNNs) can boost long-range dependencies, the element-specific attention, such as the Nonlocal block, is highly complex and noise-sensitive to learn, and most of the simplified attention blocks are designed for image-wise ...
For a better understanding of the mechanism taking place, in the next section we inspect the dynamical processes involved in polarization induction via time-resolved chiral photoluminescence measurements. Chiral light out-coupling efficiency To disregard the pumping laser source as the cause for the ...
In 2021, they observed the universal existence of supramolecular tilt helical superstructures in self-assembled π-conjugated amino acid derivatives and unveiled the manipulation mechanism of CPL emission wavelengths and handedness based on charge-transfer complexation [93]. Recently, Duan’s group [94]...
2.3. Full Attention Mechanism In recent years, Non-Local (NL) [66]-based methods have achieved great progress by capturing long-range dependencies of feature maps in classification models. They utilize a self-attention mechanism [67,68,69] to explore the interdependencies of the feature maps and...
I am also in love with the sleek side profile of this safety glasses as I noticed it gives enough room not only for hard hats but also for other headgears. It is also possible to expect a more secure fit from the built-in hinge mechanism that boasts of a dual cam action. ...
Therefore, high power LP fiber laser has been a research focus in recent years, LP fiber lasers based on different doped fiber and lasing mechanism with variable output property have been demonstrated. In this paper, we will review the recent development on high-power LP fiber laser for the ...
Chimeric antigen receptor (CAR) T cell therapies have successfully treated hematological malignancies. Macrophages have also gained attention as an immunotherapy owing to their immunomodulatory capacity and ability to infiltrate solid tumors and phagocytize tumor cells. The first-generation CD3ζ-based CAR...
Furthermore, a comprehensive understanding of the mechanism of electrochemical PMS activation by PEs, and the precise nature of electrocatalytic and its impact on the overall process performance are crucial for further understanding. Inspired by the distinctive structure of porous organic polymers (POPs...