Simple and lightweight human pose
Webb29 juli 2024 · In this paper, we propose an efficient human pose estimation network – SFM (slender fusion model) by fusing multi-level features and adding lightweight attention blocks – HSA (High-Level Spatial Attention). Many existing methods on efficient network have already taken feature fusion into consideration, which largely boosts the … Webb1 juli 2024 · A novel lightweight deep network named PEPoseNet is designed to estimate and analyze a human pose in real time and has competitive performance to the state of the art in pull-ups test under complex scenarios. PDF ACRNet: Attention Cube Regression Network for Multi-view Real-time 3D Human Pose Estimation in Telemedicine
Simple and lightweight human pose
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Webb11 apr. 2024 · A bearing is a key component in rotating machinery. The prompt monitoring of a bearings’ condition is critical for the reduction of mechanical accidents. With the rapid development of artificial intelligence technology in recent years, machine learning-based intelligent fault diagnosis (IFD) methods have achieved remarkable success in the … Webb21 juli 2024 · It detects a skeleton (which consists of keypoints and connections between them) to identify human poses for every person inside the image. The pose may contain …
Webb23 nov. 2024 · In this paper, we investigate the problem of simple and lightweight human pose estimation. We first redesign a lightweight bottleneck block with two non-novel … Webbinvestigate the problem of simple and lightweight human pose estimation. We first redesign a lightweight bottleneck block with two concepts: depthwise convolution and …
Webb16 juli 2024 · In this paper, we present EfficientHRNet, a family of lightweight 2D human pose estimators that unifies the high-resolution structure of state-of-the-art HigherHRNet with the highly efficient model scaling principles of EfficientNet to create high accuracy models with significantly reduced computation costs compared to other state-of-the-art … WebbSpecifically, ViTPose employs plain and non-hierarchical vision transformers as backbones to extract features for a given person instance and a lightweight decoder for pose estimation. It can be scaled up from 100M to 1B parameters by taking the advantages of the scalable model capacity and high parallelism of transformers, setting a new Pareto ...
WebbIn this paper, we investigate the problem of simple and lightweight human pose estimation. We first redesign a lightweight bottleneck block with two non-novel concepts: …
Webb7 mars 2024 · Human pose estimation (HPE) is a process of identifying and locating human keypoints from given images or videos. In the past decades, how to realize the automatic understanding of human pose has always been a hot research issue in the field of computer vision. sanderson textbook on correlational researchWebbAnd then, based on the lightweight block, we present a Lightweight Pose Network (LPN) following the architecture design principles of SimpleBaseline. The model size … sanderson theatre ensembleWebb1 apr. 2024 · [8] Bulat A. and Tzimiropoulos G. 2024 Binarized convolutional landmark localizers for human pose estimation and face alignment with limited resources Proceedings of the IEEE International Conference on Computer Vision 3706-3714. Google Scholar [9] Zhang Z., Tang J. and Wu G. Simple and lightweight human pose estimation … sanderson therapyWebbFör 1 timme sedan · A new UoB study, released last week, has proposed that internet and online access be declared a human right. “People around the globe are so dependent on the internet to exercise socio-economic ... sanderson texas weather radarWebbHuman pose estimation networks rely heavily on pre-trained models. The experiments in [36, 29] have shown that the performance of the network initialized with a pre-trained model is better than the network trained from scratch. However, the pre-trained model of SimpleBaseline [] can no longer be utilized since the network architecture has been … sanderson textbook on correlation researchWebb23 nov. 2024 · In this paper, we investigate the problem of simple and lightweight human pose estimation. We first redesign a lightweight bottleneck block with two non-novel concepts: depthwise convolution and attention mechanism. And then, based on the lightweight block, we present a Lightweight Pose Network (LPN) following the … sanderson the potting roomWebb27 jan. 2024 · For human pose estimation, a larger receptive field could learn more human body structure information, ... Simple and lightweight human pose estimation. arXiv preprint arXiv:1911.10346. Chu X, Yang W, Ouyang W, Ma C, Yuille AL, Wang X (2024) Multi-context attention for human pose estimation. In: ... sanderson theme park