美文网首页
2D多人姿态估计论文及代码地址

2D多人姿态估计论文及代码地址

作者: yuanCruise | 来源:发表于2020-02-13 18:34 被阅读0次
    1.Openpose(coco2016关键点冠军,利用paf进行group)

    CVPR2016 | Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields
    Arxiv 2018 | OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields

    Official Code: caffe
    3rdparty Code:tensorflow1
    3rdparty Code:tensorflow2
    3rdparty Code:tensorflow3
    3rdparty Code:tensorflow4
    3rdparty Code:tensorflow5
    3rdparty Code:tensorflow6
    3rdparty Code:pytorch1
    3rdparty Code:pytorch2
    3rdparty Code:pytorch3
    3rdparty Code:Caffe2

    2.Lightweight OpenPose(轻量级Openpose)

    Arxiv 2018 | Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose
    Official Code openpose3: pytorch

    3.Associative Embedding (关键点分组编码思想)

    CVPR 2016 | Associative Embedding:End-to-End Learning for Joint Detection and Grouping
    3rdparty Code:pytorch
    3rdparty Code:tensorflow

    4.Pose Proposal Networks(利用YOLO思想采用网格级别姿态估计)

    ECCV 2018 | Pose Proposal Networks
    3rdparty Code:pytorch
    3rdparty Code:chainer

    5.GPN(生成分区网络用以实现多人姿态估计)

    ECCV 2018 | Generative Partition Networks for Multi-Person Pose Estimation
    Official Code:pytorch

    6.SPM(单阶段多人姿态估计机器)

    ICCV 2019 | Single-Stage Multi-Person Pose Machines
    3edParty:tensorflow

    7.personlab(将人体关键点检测和实例分割统一到一个网络中)

    ECCV 2018 | PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model
    3rdParty : Keras
    3rdParty : tensorflow

    8.pifpaf(效果远超Openpose)

    CVPR 2019 | PifPaf: Composite Fields for Human Pose Estimation
    Official Code:pytorch

    9.HigherHrnet(改进hrnet用于多人关键点估计,达到目前最优)

    CVPR 2019 | Bottom-up Higher-Resolution Networks for Multi-Person Pose Estimation
    Official Code: pytorch

    ------------------

    top-down

    1.Joint-to-Person Associations(利用线性规划尝试解决拥挤和遮挡问题)

    ECCVworkshop 2016 | Multi-Person Pose Estimation with Local Joint-to-Person Associations

    2.Deepcut & Deepercut(基于人体聚类后利用线性规划获取关键点)

    CVPR 2016 | DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation
    ECCV 2016 | DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model
    Official Code: caffe

    3.G-RMI(关键点检测基石,有许多基础思路)

    CVPR2017 Google | Towards accurate multi-person pose estimation in the wild
    Official Code: pytorch

    4.alphapsoe1 & alphapsoe2(解决人体框不准和拥挤场景姿态估计)

    ICCV 2017 | RMPE: Regional Multi-person Pose Estimation
    ArXiv 2018 | CrowdPose: Efficient Crowded Scenes Pose Estimation and A New Benchmark
    Official Code: caffe
    Official Code: pytorch

    5.Joint Pose & Segmentation(联合姿态估计和躯干分割网络)

    CVPR 2017 | Joint Multi-Person Pose Estimation and Semantic Part Segmentation

    6.Joint Pose & Detection(联合姿态估计和目标检测网络)

    ECCV 2018 | MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network
    Official Code:pytorch

    相关文章

      网友评论

          本文标题:2D多人姿态估计论文及代码地址

          本文链接:https://www.haomeiwen.com/subject/vxhixhtx.html