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HumanPoseMemo

Memo about 3D human pose estimation, record of datasets, papers, codes.

Datasets

related works
3DPW

For demo

related works
3DPW

related works
3DPW

related works
3DPW

Face, Hands and Feet

related works

Papers

note: I don't include some paper without codes.

Before 2020

Monocular human pose estimation

2019

2018

Multi-view human pose estimation

2019

2018

Detailed human shape reconstruction

2019

2018

Multi-View Stereo

2019

Other

2019

2018

keywords: human, motion, tracking, person, pose

2D human pose

monocular 3D pose

multi view

  • ActiveMoCap: Optimized Viewpoint Selection for Active Human Motion Capture
  • Multi-View Neural Human Rendering
  • Fusing Wearable IMUs With Multi-View Images for Human Pose Estimation: A Geometric Approach
  • Cross-View Tracking for Multi-Human 3D Pose Estimation at Over 100 FPS
  • 4D Association Graph for Realtime Multi-Person Motion Capture Using Multiple Video Cameras
  • Deep 3D Capture: Geometry and Reflectance From Sparse Multi-View Images
  • Lightweight Multi-View 3D Pose Estimation Through Camera-Disentangled Representation

depth, detailed, cloth

  • PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization:[code]
  • Self-Supervised Human Depth Estimation From Monocular Videos
  • ARCH: Animatable Reconstruction of Clothed Humans
  • DeepCap: Monocular Human Performance Capture Using Weak Supervision
  • TetraTSDF: 3D Human Reconstruction From a Single Image With a Tetrahedral Outer Shell
  • Learning to Transfer Texture From Clothing Images to 3D Humans
  • TailorNet: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Style[oral]
  • Novel View Synthesis of Dynamic Scenes With Globally Coherent Depths From a Monocular Camera
  • 4D Visualization of Dynamic Events From Unconstrained Multi-View Videos
  • Multi-View Neural Human Rendering

HH, HO interactions

  • Discovering Human Interactions With Novel Objects via Zero-Shot Learning
  • Mixture Dense Regression for Object Detection and Human Pose Estimation
  • VSGNet: Spatial Attention Network for Detecting Human Object Interactions Using Graph Convolutions
  • PPDM: Parallel Point Detection and Matching for Real-Time Human-Object Interaction Detection
  • Learning Human-Object Interaction Detection Using Interaction Points
  • Cascaded Human-Object Interaction Recognition
  • GanHand: Predicting Human Grasp Affordances in Multi-Object Scenes
  • Detailed 2D-3D Joint Representation for Human-Object Interaction

action, tracking, trajectory, prediction

  • Dynamic Multiscale Graph Neural Networks for 3D Skeleton Based Human Motion Prediction
  • Active Vision for Early Recognition of Human Actions
  • Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition
  • [Social-STGCNN: A Social Spatio-Temporal Graph Convolutional Neural Network for Human Trajectory Prediction][code]
  • Reciprocal Learning Networks for Human Trajectory Prediction
  • PaStaNet: Toward Human Activity Knowledge Engine
  • A Stochastic Conditioning Scheme for Diverse Human Motion Prediction
  • Bayesian Adversarial Human Motion Synthesis[oral]
  • Learning Dynamic Relationships for 3D Human Motion Prediction
  • Context-Aware Human Motion Prediction
  • Learning a Neural Solver for Multiple Object Tracking[oral]
  • Skeleton-Based Action Recognition With Shift Graph Convolutional Network
  • Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition

face, hand

  • Understanding Human Hands in Contact at Internet Scale
  • AvatarMe: Realistically Renderable 3D Facial Reconstruction “In-the-Wild”
  • Weakly-Supervised Mesh-Convolutional Hand Reconstruction in the Wild
  • Deep Facial Non-Rigid Multi-View Stereo
  • Can Facial Pose and Expression Be Separated With Weak Perspective Camera?

dataset

  • HUMBI: A Large Multiview Dataset of Human Body Expressions
  • PANDA: A Gigapixel-Level Human-Centric Video Dataset
  • HOnnotate: A Method for 3D Annotation of Hand and Object Poses
some interesting works

ECCV2020

2D human pose

3D human pose

multi-person 3d

multi-view

action

  • Decoupling GCN with DropGraph Module for Skeleton-Based Action Recognition
  • Hidden Footprints: Learning ContextualWalkability from 3D Human Trails
  • MotionSqueeze: Neural Motion FeatureLearning for Video Understanding
  • Structure-Aware Human-Action Generation

face, hand, detailed human

HO

Other

submit to CVPR21

CVPR2021

2D Pose

3D Pose

Multi-person

Reconstruction

Human-object

Action

other

Resources

Other

Contribute

You can contribute to this repor by fork and pull.

You can also see Awesome Human Pose Estimation, awesome-3d-human