/awesome-3dbody-papers

😎Awesome list of papers about 3D body

Awesome 3D Body Papers

Awesome

An awesome & curated list of papers about 3D human body.

👉 Note: see paper list sorted by year or publication.


Table of Contents


Body Model

SCAPE: Shape Completion and Animation of People. SIGGRAPH, 2005. [Page]

SMPL: A Skinned Multi-Person Linear Model. SIGGRAPH Asia, 2015. [Page] [Code]

Expressive Body Capture: 3D Hands, Face, and Body from a Single Image. CVPR, 2019. [Page] [Code]

SoftSMPL: Data-driven Modeling of Nonlinear Soft-tissue Dynamics for Parametric Humans. Eurographics, 2020. [Page]

STAR: Sparse Trained Articulated Human Body Regressor. ECCV, 2020. [Page] [Code]

BLSM: A Bone-Level Skinned Model of the Human Mesh. ECCV, 2020. [Page]

Joint Optimization for Multi-Person Shape Models from Markerless 3D-Scans. ECCV, 2020. [Code]

GHUM & GHUML: Generative 3D Human Shape and Articulated Pose Models. CVPR (Oral), 2020. [Code]

BASH: Biomechanical Animated Skinned Human for Visualization of Kinematics and Muscle Activity. GRAPP, 2021. [Code]

SMPLicit: Topology-aware Generative Model for Clothed People. CVPR, 2021. [Page] [Code]

NPMs: Neural Parametric Models for 3D Deformable Shapes. ArXiv, 2021. [Page]

LEAP: Learning Articulated Occupancy of People. CVPR, 2021. [Page] [Code]

SCALE: Modeling Clothed Humans with a Surface Codec of Articulated Local Elements. CVPR, 2021. [Page]

Body Pose

MotioNet: 3D Human Motion Reconstruction from Monocular Video with Skeleton Consistency. ToG, 2020. [Page] [Code]

VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera. SIGGRAPH Asia, 2017. [Page] [Code]

XNect: Real-time Multi-person 3D Human Pose Estimation with a Single RGB Camera. SIGGRAPH, 2020. [Page] [Code]

PhysCap: Physically Plausible Monocular 3D Motion Capture in Real Time. SIGGRAPH Asia, 2020. [Page]

Neural Monocular 3D Human Motion Capture with Physical Awareness. SIGGRAPH, 2021. [Page]

PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation. CVPR (Oral), 2021. [Page] [Code]

Cascaded Deep Monocular 3D Human Pose Estimation with Evolutionary Training Data. CVPR, 2020. [Code]

Learnable Triangulation of Human Pose. ICCV (Oral), 2019. [Code]

FLEX: Parameter-free Multi-view 3D Human Motion Reconstruction. ArXiv, 2021. [Page]

Compressed Volumetric Heatmaps for Multi-Person 3D Pose Estimation. CVPR, 2020. [Code]

PandaNet: Anchor-Based Single-Shot Multi-Person 3D Pose Estimation. ArXiv, 2021.

SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation. ECCV, 2020. [Page] [Code]

PI-Net: Pose Interacting Network for Multi-Person Monocular 3D Pose Estimation. WACV, 2021.

Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up Networks. CVPR, 2021. [Code]

End-to-End Estimation of Multi-Person 3D Poses from Multiple Cameras. ECCV (Oral), 2020.

Multi-person 3D Pose Estimation in Crowded Scenes Based on Multi-View Geometry. ArXiv, 2020. [Code]

Multi-View Multi-Person 3D Pose Estimation with Plane Sweep Stereo. CVPR, 2021. [Code]

Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded People. ArXiv, 2020. [Code]

Attention Mechanism Exploits Temporal Contexts: Real-time 3D Human Pose Reconstruction. CVPR (Oral), 2020. [Code]

3D Human Pose Estimation with Spatial and Temporal Transformers. ArXiv, 2021. [Code]

Skeletor: Skeletal Transformers for Robust Body-Pose Estimation. ArXiv, 2021.

A Graph Attention Spatio-temporal Convolutional Networks for 3D Human Pose Estimation in Video. ArXiv, 2020. [Page] [Code]

MeTRAbs: Metric-Scale Truncation-Robust Heatmaps for Absolute 3D Human Pose Estimation. T-BIOM, 2020. [Page] [Code]

PCLs: Geometry-aware Neural Reconstruction of 3D Pose with Perspective Crop Layers. ArXiv, 2020.

Real-time Lower-body Pose Prediction from Sparse Upper-body Tracking Signals. ArXiv, 2021.

Context Modeling in 3D Human Pose Estimation: A Unified Perspective. ArXiv, 2021.

CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild. CVPR, 2021.

Invariant Teacher and Equivariant Student for Unsupervised 3D Human Pose Estimation. AAAI, 2021. [Code]

Unsupervised 3D Human Pose Representation with Viewpoint and Pose Disentanglement. ECCV, 2020. [Code]

DOPE: Distillation Of Part Experts for whole-body 3D pose estimation in the wild. ECCV, 2020. [Code]

MocapNET: Ensemble of SNN Encoders for 3D Human Pose Estimation in RGB Images. BMVC, 2019. [Code]

Residual Pose: A Decoupled Approach for Depth-based 3D Human Pose Estimation. IROS, 2020. [Code]

PoP-Net: Pose over Parts Network for Multi-Person 3D Pose Estimation from a Depth Image. ArXiv, 2020. [Code]

Naked Body Mesh

Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image. ECCV, 2016. [Page] [Code]

Learning to Estimate 3D Human Pose and Shape from a Single Color Image. CVPR, 2018. [Page]

Neural Body Fitting: Unifying Deep Learning and Model Based Human Pose and Shape Estimation. 3DV (Oral), 2018. [Code]

Appearance Consensus Driven Self-Supervised Human Mesh Recovery. ECCV (Oral), 2020. [Page] [Code]

Delving Deep Into Hybrid Annotations for 3D Human Recovery in the Wild. ICCV, 2019. [Page] [Code]

Learning 3D Human Shape and Pose from Dense Body Parts. ArXiv, 2019. [Page] [Code]

Full-Body Awareness from Partial Observations. ECCV, 2020. [Page] [Code]

PARE: Part Attention Regressor for 3D Human Body Estimation. ArXiv, 2021. [Page]

3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data. NeurIPS, 2020.

Parametric Shape Estimation of Human Body under Wide Clothing. ACM MM, 2020. [Code]

3D Human Pose, Shape and Texture from Low-Resolution Images and Videos. ArXiv, 2021.

On Self-Contact and Human Pose. CVPR, 2021. [Page]

Probabilistic 3D Human Shape and Pose Estimation from Multiple Unconstrained Images in the Wild. ArXiv, 2021.

Human Body Model Fitting by Learned Gradient Descent. ECCV, 2020. [Page]

End-to-end Recovery of Human Shape and Pose. CVPR, 2018. [Page] [Code]

Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop. ICCV, 2019. [Page] [Code]

3D Human Mesh Regression with Dense Correspondence. CVPR, 2020. [Code]

Hierarchical Kinematic Human Mesh Recovery. ECCV, 2020. [Page]

I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB Image. ECCV, 2020. [Code]

PoseLifter: Absolute 3D Human Pose Lifting Network from a Single Noisy 2D Human Pose. ArXiv, 2020. [Code]

Pose2Mesh: Graph Convolutional Network for 3D Human Pose and Mesh Recovery from a 2D Human Pose. ECCV, 2020. [Code]

PoseNet3D: Learning Temporally Consistent 3D Human Pose via Knowledge Distillation. 3DV, 2020.

Human Mesh Recovery from Monocular Images via a Skeleton-disentangled Representation. ICCV, 2019. [Code]

Learning 3D Human Shape and Pose from Dense Body Parts. TPAMI, 2020. [Page] [Code]

Exemplar Fine-Tuning for 3D Human Pose Fitting Towards In-the-Wild 3D Human Pose Estimation. ArXiv, 2020. [Code]

HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation. CVPR, 2021. [Page] [Code]

Chasing the Tail in Monocular 3D Human Reconstruction with Prototype Memory. ArXiv, 2020.

Beyond Weak Perspective for Monocular 3D Human Pose Estimation. ArXiv, 2020.

3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop. ArXiv, 2020. [Page] [Code]

KAMA: 3D Keypoint Aware Body Mesh Articulation. ArXiv, 2021.

SimPoE: Simulated Character Control for 3D Human Pose Estimation. CVPR (Oral), 2021. [Page]

Reconstructing 3D Human Pose by Watching Humans in the Mirror. CVPR (Oral), 2021. [Page] [Code]

CenterHMR: a Bottom-up Single-shot Method for Multi-person 3D Mesh Recovery from a Single Image. ArXiv, 2020. [Code]

Full-body motion capture for multiple closely interacting persons. CVM, 2020.

Coherent Reconstruction of Multiple Humans from a Single Image. CVPR, 2020. [Page] [Code]

Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image. ICCV, 2019. [Code]

Monocular, One-stage, Regression of Multiple 3D People. ArXiv, 2020. [Code]

Body Meshes as Points. CVPR, 2021. [Page] [Code]

Learning 3D Human Dynamics from Video. CVPR, 2019. [Page] [Code]

VIBE: Video Inference for Human Body Pose and Shape Estimation. CVPR, 2020. [Code]

3D Human Motion Estimation via Motion Compression and Refinement. ACCV (Oral), 2020. [Page] [Code]

Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video. ArXiv, 2020.

End-to-End Human Pose and Mesh Reconstruction with Transformers. ArXiv, 2020.

Human Mesh Recovery from Multiple Shots. ArXiv, 2020. [Page]

PC-HMR: Pose Calibration for 3D Human Mesh Recovery from 2D Images/Videos. ArXiv, 2020.

Self-Attentive 3D Human Pose and Shape Estimation from Videos. ArXiv, 2021.

Total Capture: A 3D Deformation Model for Tracking Faces, Hands, and Bodies. CVPR (Oral), 2018. [Page]

Monocular Total Capture: Posing Face, Body and Hands in the Wild. CVPR (Oral), 2019. [Page] [Code]

Expressive Body Capture: 3D Hands, Face, and Body from a Single Image. CVPR, 2019. [Page] [Code]

FrankMocap: A Fast Monocular 3D Hand and Body Motion Capture by Regression and Integration. ArXiv, 2020. [Page] [Code]

Monocular Expressive Body Regression through Body-Driven Attention. ECCV, 2020. [Page] [Code]

NeuralAnnot: Neural Annotator for in-the-wild Expressive 3D Human Pose and Mesh Training Sets. ArXiv, 2020. [Page]

Pose2Pose: 3D Positional Pose-Guided 3D Rotational Pose Prediction for Expressive 3D Human Pose and Mesh Estimation. ArXiv, 2020. [Page]

Monocular Real-time Full Body Capture with Inter-part Correlations. CVPR, 2021. [Page]

Real-time RGBD-based Extended Body Pose Estimation. WACV, 2021. [Code]

Clothed Body Mesh

LiveCap: Real-time Human Performance Capture from Monocular Video. SIGGRAPH, 2019. [Page]

DeepCap: Monocular Human Performance Capture Using Weak Supervision. CVPR (Oral), 2020. [Page]

MonoClothCap: Towards Temporally Coherent Clothing Capture from Monocular RGB Video. 3DV, 2020.

MulayCap: Multi-layer Human Performance Capture Using A Monocular Video Camera. TVCG, 2020. [Page]

ChallenCap: Monocular 3D Capture of Challenging Human Performances using Multi-Modal References. ArXiv, 2021.

Deep Physics-aware Inference of Cloth Deformation for Monocular Human Performance Capture. ArXiv, 2020.

DoubleFusion: Real-time Capture of Human Performance with Inner Body Shape from a Depth Sensor. CVPR (Oral), 2018. [Page] [Code]

SimulCap : Single-View Human Performance Capture with Cloth Simulation. CVPR, 2019. [Page]

Robust 3D Self-portraits in Seconds. CVPR (Oral), 2020. [Page]

RobustFusion: Human Volumetric Capture with Data-driven Visual Cues using a RGBD Camera. ECCV, 2020.

NormalGAN: Learning Detailed 3D Human from a Single RGB-D Image. ECCV, 2020. [Page]

TexMesh: Reconstructing Detailed Human Texture and Geometry from RGB-D Video. ECCV, 2020. [Page]

Neural Deformation Graphs for Globally-consistent Non-rigid Reconstruction. CVPR (Oral), 2021. [Page]

Function4D: Real-time Human Volumetric Capture from Very Sparse Consumer RGBD Sensors. CVPR (Oral), 2021. [Page]

POSEFusion:Pose-guided Selective Fusion for Single-view Human Volumetric Capture. CVPR (Oral), 2021. [Page]

DSFN: Dynamic Surface Function Networks for Clothed Human Bodies. ArXiv, 2021. [Page] [Code]

Fast Generation of Realistic Virtual Humans. VRST, 2017. [Page]

Realistic Virtual Humans from Smartphone Videos. VRST, 2020. [Page]

DeepMultiCap: Performance Capture of Multiple Characters Using Sparse Multiview Cameras. ArXiv, 2021. [Page]

Video Based Reconstruction of 3D People Models. CVPR, 2018. [Page]

Learning to Reconstruct People in Clothing from a Single RGB Camera. CVPR, 2019. [Page] [Code]

SiCloPe: Silhouette-Based Clothed People. CVPR, 2019.

Tex2Shape: Detailed Full Human Body Geometry from a Single Image. ICCV, 2019. [Page] [Code]

Multi-Garment Net: Learning to Dress 3D People from Images. ICCV, 2019. [Page]

3DPeople: Modeling the Geometry of Dressed Humans. ICCV, 2019. [Page] [Code]

SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing. ECCV (Oral), 2020. [Page] [Code]

PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization. ICCV, 2019. [Page] [Code]

PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization. CVPR (Oral), 2020. [Page] [Code]

Geo-PIFu: Geometry and Pixel Aligned Implicit Functions for Single-view Human Reconstruction. NeurIPS, 2020. [Code]

StereoPIFu: Depth Aware Clothed Human Digitization via Stereo Vision. CVPR, 2021. [Page]

ARCH: Animatable Reconstruction of Clothed Humans. CVPR, 2020.

S3: Neural Shape, Skeleton, and Skinning Fields for 3D Human Modeling. ArXiv, 2021.

Detailed Human Avatars from Monocular Video. 3DV, 2018. [Code]

Monocular Real-Time Volumetric Performance Capture. ECCV, 2020. [Page] [Code]

Implicit Functions in Feature Space for 3D Shape Reconstruction and Completion. CVPR, 2020. [Page] [Code]

Combining Implicit Function Learning and Parametric Models for 3D Human Reconstruction. ECCV (Oral), 2020. [Page] [Code]

PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction. TPAMI, 2020. [Page]

RIN: Textured Human Model Recovery and Imitation with a Single Image. ArXiv, 2020.

3D Human Avatar Digitization from a Single Image. VRCAI, 2019.

SMPLicit: Topology-aware Generative Model for Clothed People. CVPR, 2021. [Page] [Code]

SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks. CVPR (Oral), 2021. [Page]

Reconstructing NBA Players. ECCV, 2020. [Page] [Code]

Capturing Detailed Deformations of Moving Human Bodies. ArXiv, 2021.

Human Depth Estimation

Learning the Depths of Moving People by Watching Frozen People. CVPR, 2019. [Page] [Code]

A Neural Network for Detailed Human Depth Estimation from a Single Image. ICCV, 2019. [Code]

Self-Supervised Human Depth Estimation from Monocular Videos. CVPR, 2020. [Code]

DressNet: High Fidelity Depth Estimation of Dressed Humans from a Single View Image. ArXiv, 2021.

Learning High Fidelity Depths of Dressed Humans by Watching Social Media Dance Videos. CVPR (Oral), 2021. [Page] [Code]

Human Motion

3D Semantic Trajectory Reconstruction from 3D Pixel Continuum. CVPR, 2018. [Page]

Convolutional Autoencoders for Human Motion Infilling. 3DV, 2020.

Robust Motion In-betweening. SIGGRAPH, 2020. [Page]

Single-Shot Motion Completion with Transformer. ArXiv, 2021. [Code]

Learning Compositional Representation for 4D Captures with Neural ODE. CVPR (Oral), 2021. [Page] [Code]

Predicting 3D Human Dynamics from Video. ICCV, 2019. [Page] [Code]

Long-term Human Motion Prediction with Scene Context. ECCV (Oral), 2020. [Page] [Code]

Adversarial Refinement Network for Human Motion Prediction. ACCV, 2020.

Aggregated Multi-GANs for Controlled 3D Human Motion Prediction. AAAI, 2021.

Aggregated Multi-GANs for Controlled 3D Human Motion Prediction. ArXiv, 2021. [Code]

Flow-based Autoregressive Structured Prediction of Human Motion. ArXiv, 2021.

TRiPOD: Human Trajectory and Pose Dynamics Forecasting in the Wild. ArXiv, 2021. [Page]

We are More than Our Joints: Predicting how 3D Bodies Move. CVPR, 2021. [Page]

Synthesizing Long-Term 3D Human Motion and Interaction in 3D. ArXiv, 2020. [Page]

GlocalNet: Class-aware Long-term Human Motion Synthesis. MACV, 2021.

A Causal Convolutional Neural Network for Motion Modeling and Synthesis. ArXiv, 2021.

TrajeVAE - Controllable Human Motion Generation from Trajectories. ArXiv, 2021. [Page]

Action-Conditioned 3D Human Motion Synthesis with Transformer VAE. ArXiv, 2021. [Page]

Learning a Family of Motor Skills from a Single Motion Clip. SIGGRAPH, 2021. [Page] [Code]

Character Controllers using Motion VAEs. ToG, 2020. [Page] [Code]

Learn to Dance with AIST++: Music Conditioned 3D Dance Generation. ArXiv, 2021. [Page]

Learning Speech-driven 3D Conversational Gestures from Video. ArXiv, 2021.

DanceNet3D: Music Based Dance Generation with Parametric Motion Transformer. ArXiv, 2021.

Human-Object Interaction

Perceiving 3D Human-Object Spatial Arrangements from a Single Image in the Wild. ECCV, 2020. [Page] [Code]

Resolving 3D Human Pose Ambiguities with 3D Scene Constraints. ICCV, 2019. [Page] [Code]

GRAB: A Dataset of Whole-Body Human Grasping of Objects. ECCV, 2020. [Page] [Code]

Populating 3D Scenes by Learning Human-Scene Interaction. CVPR, 2021. [Page] [Code]

Human POSEitioning System (HPS): 3D Human Pose Estimation and Self-localization in Large Scenes from Body-Mounted Sensors. CVPR, 2021. [Page]

Holistic 3D Human and Scene Mesh Estimation from Single View Images. ArXiv, 2020.

Soft Walks: Real-Time, Two-Ways Interaction between a Character and Loose Grounds. Eurographics, 2021.

RobustFusion: Robust Volumetric Performance Reconstruction under Human-object Interactions from Monocular RGBD Stream. TPAMI, 2021.

Animation

Predicting Animation Skeletons for 3D Articulated Models via Volumetric Nets. 3DV (Oral), 2019. [Page] [Code]

RigNet: Neural Rigging for Articulated Characters. SIGGRAPH, 2020. [Page] [Code]

HeterSkinNet: A Heterogeneous Network for Skin Weights Prediction. I3D, 2021.

Skeleton-Aware Networks for Deep Motion Retargeting. SIGGRAPH, 2020. [Page] [Code]

Motion Retargetting based on Dilated Convolutions and Skeleton-specific Loss Functions. Eurographics, 2020. [Page] [Code]

A Deep Emulator for Secondary Motion of 3D Characters. CVPR (Oral), 2021. [Page]

DeePSD: Automatic Deep Skinning And Pose Space Deformation For 3D Garment Animation. ArXiv, 2020.

UniCon: Universal Neural Controller For Physics-based Character Motion. ArXiv, 2020. [Page]

Learning Skeletal Articulations With Neural Blend Shapes. SIGGRAPH, 2021. [Page] [Code]

Cloth/Try-On

DeepWrinkles: Accurate and Realistic Clothing Modeling. ECCV (Oral), 2018.

Wallpaper Pattern Alignment along Garment Seams. SIGGRAPH, 2019. [Page]

Reflection Symmetry in Textured Sewing Patterns. VMV, 2019. [Page]

Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single-view Images. ECCV (Oral), 2020. [Page]

TailorNet: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Style. CVPR (Oral), 2020. [Page] [Code]

Learning-Based Animation of Clothing for Virtual Try-On. Eurographics, 2019. [Page]

Physically Based Neural Simulator for Garment Animation. ArXiv, 2020.

Deep Deformation Detail Synthesis for Thin Shell Models. ArXiv, 2021.

DeepCloth: Neural Garment Representation for Shape and Style Editing. ArXiv, 2020. [Page]

3D Custom Fit Garment Design with Body Movement. ArXiv, 2021.

Dynamic Neural Garments. ArXiv, 2021.

Example-based Real-time Clothing Synthesis for Virtual Agents. ArXiv, 2021.

BCNet: Learning Body and Cloth Shape from a Single Image. ECCV, 2020. [Code]

Fully Convolutional Graph Neural Networks for Parametric Virtual Try-On. SCA, 2020. [Page]

Neural 3D Clothes Retargeting from a Single Image. ArXiv, 2021.

Neural Rendering

Neural3D: Light-weight Neural Portrait Scanning via Context-aware Correspondence Learning. ACM MM, 2020.

Multi-view Neural Human Rendering. CVPR, 2020. [Page] [Code]

NeuralHumanFVV: Real-Time Neural Volumetric Human Performance Rendering using RGB Cameras. ArXiv, 2021.

ANR: Articulated Neural Rendering for Virtual Avatars. ArXiv, 2020. [Page]

SMPLpix: Neural Avatars from 3D Human Models. WACV, 2020. [Page] [Code]

Vid2Actor: Free-viewpoint Animatable Person Synthesis from Video in the Wild. ArXiv, 2020. [Page]

Neural Body: Implicit Neural Representations with Structured Latent Codes for Novel View Synthesis of Dynamic Humans. CVPR, 2021. [Page] [Code]

A-NeRF: Surface-free Human 3D Pose Refinement via Neural Rendering. ArXiv, 2021. [Page]

D-NeRF: Neural Radiance Fields for Dynamic Scenes. ArXiv, 2021. [Page]

Neural Articulated Radiance Field. ArXiv, 2021. [Code]

Animatable Neural Radiance Fields for Human Body Modeling. ArXiv, 2021. [Page] [Code]

Editable Free-viewpoint Video Using a Layered Neural Representation. SIGGRAPH, 2021. [Page]

Dataset

3DPW: Recovering Accurate 3D Human Pose in The Wild Using IMUs and a Moving Camera. ECCV, 2018. [Page]

AMASS: Archive of Motion Capture as Surface Shapes. ICCV, 2019. [Page] [Code]

3DBodyTex: Textured 3D Body Dataset. 3DV, 2018. [Page]

Motion Capture from Internet Videos. ECCV, 2020. [Page] [Code]

3DPeople: Modeling the Geometry of Dressed Humans. ICCV, 2019. [Page] [Code]

Full-Body Awareness from Partial Observations. ECCV, 2020. [Page] [Code]

HUMBI: A Large Multiview Dataset of Human Body Expressions. CVPR, 2020. [Page] [Code]

SMPLy Benchmarking 3D Human Pose Estimation in the Wild. 3DV (Oral), 2020. [Page]

AGORA: Avatars in Geography Optimized for Regression Analysis. CVPR, 2021. [Page]