Simple and lightweight human pose

Webb9 okt. 2024 · Most existing methods pay much attention to how to improve the accuracy of human pose estimation results. They usually ignore what the size of their model is. However, besides accuracy, real-time and speed are also important. In this paper, a new module named Densely Connected Residual Module is presented to effectively decrease … 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.

Simple and Lightweight Human Pose Estimation - arXiv

WebbHuman 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 … Webb23 nov. 2024 · And then, based on the lightweight block, we present a Lightweight Pose Network (LPN) following the architecture design principles of SimpleBaseline. The … how much is rowdy rogan worth https://makeawishcny.org

Designing Compact Convolutional Filters for Lightweight Human Pose …

WebbSaxitoxin (STX) is a typical toxic guanidinium neurotoxin, one of the paralytic shellfish poisoning (PSP), which poses a serious threat to human health. In this paper, a simple and sensitive SERS aptamer sensor (abbreviated as AuNP@4-NTP@SiO2) for the quantitative determination of STX was made. Among, the SE 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 concepts: depthwise convolution and attention mechanism. And then, based on the lightweight block, we present a Lightweight Pose Network (LPN) following the … Webb6 juni 2024 · The success of the lightweight pose network (LPN) [13] has brought new perspectives on how to construct a simple and lightweight human pose estimation models. Inspired by LPN, in this paper,... how much is roxicodone

Simple and Lightweight Human Pose Estimation - arXiv

Category:Human pose estimation based on lightweight basicblock

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Simple and lightweight human pose

Ghost shuffle lightweight pose network with effective feature ...

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 … WebbThe success of SimpleBaseline has provided prior knowledge on how to design a simple network for human pose estimation and shown how good could a simple method be. …

Simple and lightweight human pose

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WebbIn this paper, a mutually enhanced modeling method (MEMe) is presented for human pose estimation, which focuses on enhancing lightweight model performance, but with low … Webb28 nov. 2024 · This is an official pytorch implementation of Simple Baselines for Human Pose Estimation and Tracking. This work provides baseline methods that are surprisingly simple and effective, thus helpful for inspiring and evaluating new ideas for the field. State-of-the-art results are achieved on challenging benchmarks.

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 ... 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 …

WebbFig.2.The proposed flow-based pose tracking framework. 3 Pose Tracking Based on Optical Flow Multi-person pose tracking in videos first estimates human poses in frames, and then tracks these human pose by assigning a unique identification number (id) to them across frames. We present human instance P with id as P = (J,id), where J = {j i} … Webbinvestigate the problem of simple and lightweight human pose estimation. We first redesign a lightweight bottleneck block with two concepts: depthwise convolution and …

Webb1 nov. 2024 · Human pose estimation (HPE) is an important research issue in the field of human-robot interaction, which can better understand human behavior and recognize …

Webb17 maj 2024 · The task of two-dimensional (2-D) human pose estimation is to localise human anatomical keypoints (e.g., elbow, wrist) or body parts from an image, which is fundamental to a variety of vision applications, including human action recognition [1-3], kinematics analysis [4], human–computer interaction [5, 6], and animation. how do i find a deleted word documentWebb13 nov. 2024 · Inspired by the lightweight method, we propose a human pose estimation model based on the lightweight network to solve those problems, which designs the … how much is royal canin puppy foodWebbSimple and Lightwight Human Pose Estimation Introduction On COCO keypoints valid dataset, if with_gcb module achieves 66.5 of mAP, else 64.4 of mAp Main Results … how much is rowan atkinson worth ukWebb23 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. how much is royal caribbeanhow do i find a document i deleted by mistakeWebb1 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 how much is roy jones jr worthWebb7 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 … how much is roy williams worth