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
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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
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