CVPR 2024 人体姿态估计总汇(3D人体、手语翻译和人体网格恢复/重建等)

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1、Human Pose Estimation(人体姿态估计)

  • CLOAF: CoLlisiOn-Aware Human Flow
  • Meta-Point Learning and Refining for Category-Agnostic Pose Estimation
  • SurMo: Surface-based 4D Motion Modeling for Dynamic Human Rendering
    ⭐code
  • GALA: Generating Animatable Layered Assets from a Single Scan
    ⭐code
    🏠project
  • ShapeMatcher: Self-Supervised Joint Shape Canonicalization Segmentation Retrieval and Deformation自监督关节形状规范化、分割、检索和变形
  • 手部
    • Authentic Hand Avatar from a Phone Scan via Universal Hand Model
    • URHand: Universal Relightable Hands
      🏠project
    • OHTA: One-shot Hand Avatar via Data-driven Implicit Priors
      ⭐code
      🏠project
    • BOTH2Hands: Inferring 3D Hands from Both Text Prompts and Body Dynamics
      ⭐code
      🏠project
    • Reconstructing Hands in 3D with Transformers
    • 3D手部姿态估计
      • HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields
        ⭐code
      • Single-to-Dual-View Adaptation for Egocentric 3D Hand Pose Estimation
        ⭐code
      • HandDiff: 3D Hand Pose Estimation with Diffusion on Image-Point Cloud
        ⭐code
    • 手部网格重建
      • Complementing Event Streams and RGB Frames for Hand Mesh Reconstruction
        ⭐code
        🏠project
      • HandBooster: Boosting 3D Hand-Mesh Reconstruction by Conditional Synthesis and Sampling of Hand-Object Interactions
        ⭐code
    • 手部网格恢复
      • A Simple Baseline for Efficient Hand Mesh Reconstruction
        ⭐code
        🏠project
      • HHMR: Holistic Hand Mesh Recovery by Enhancing the Multimodal Controllability of Graph Diffusion Models
        🏠project
    • 手部姿态跟踪
      • MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraints
    • 手部纹理重建
      • BiTT: Bi-directional Texture Reconstruction of Interacting Two Hands from a Single Image
        ⭐code
        🏠project
    • 手势合成
      • Weakly-Supervised Emotion Transition Learning for Diverse 3D Co-speech Gesture Generation
        🏠project
      • ConvoFusion: Multi-Modal Conversational Diffusion for Co-Speech Gesture Synthesis
        🏠project
      • DiffSHEG: A Diffusion-Based Approach for Real-Time Speech-driven Holistic 3D Expression and Gesture Generation
        🏠project
      • EMAGE: Towards Unified Holistic Co-Speech Gesture Generation via Expressive Masked Audio Gesture Modeling
        🏠project
  • 人体
    • LiveHPS: LiDAR-based Scene-level Human Pose and Shape Estimation in Free Environment
    • AiOS: All-in-One-Stage Expressive Human Pose and Shape Estimation
    • LPSNet: End-to-End Human Pose and Shape Estimation with Lensless Imaging
    • Dynamic Inertial Poser (DynaIP): Part-Based Motion Dynamics Learning for Enhanced Human Pose Estimation with Sparse Inertial Sensors
    • Fast Adaptation for Human Pose Estimation via Meta-Optimization
    • RAM-Avatar: Real-time Photo-Realistic Avatar from Monocular Videos with Full-body Control
      ⭐code
    • SDPose: Tokenized Pose Estimation via Circulation-Guide Self-Distillation
      ⭐code
    • 多人姿势估计
      • DiffusionRegPose: Enhancing Multi-Person Pose Estimation using a Diffusion-Based End-to-End Regression Approach
      • RTMO: Towards High-Performance One-Stage Real-Time Multi-Person Pose Estimation
    • 3D 人体
      • Person-in-WiFi 3D: End-to-End Multi-Person 3D Pose Estimation with Wi-Fi
      • Cross-view and Cross-pose Completion for 3D Human Understanding
      • TexVocab: Texture Vocabulary-conditioned Human Avatars
        🏠project
      • MonoDiff: Monocular 3D Object Detection and Pose Estimation with Diffusion Models
      • ChatPose: Chatting about 3D Human Pose
        🏠project
      • SelfPose3d: Self-Supervised Multi-Person Multi-View 3d Pose Estimation
        ⭐code
      • Attention-Propagation Network for Egocentric Heatmap to 3D Pose Lifting
      • FutureHuman3D: Forecasting Complex Long-Term 3D Human Behavior from Video Observations
        🏠project
      • FinePOSE: Fine-Grained Prompt-Driven 3D Human Pose Estimation via Diffusion Models
      • PoseIRM: Enhance 3D Human Pose Estimation on Unseen Camera Settings via Invariant Risk Minimization
      • Score-Guided Diffusion for 3D Human Recovery
        ⭐code
      • A Dual-Augmentor Framework for Domain Generalization in 3D Human Pose Estimation
      • KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation
        ⭐code
      • Multiple View Geometry Transformers for 3D Human Pose Estimation
        ⭐code
      • Normalizing Flows on the Product Space of SO(3) Manifolds for Probabilistic Human Pose Modeling
      • Multi-agent Long-term 3D Human Pose Forecasting via Interaction-aware Trajectory Conditioning
        ⭐code
      • EventEgo3D: 3D Human Motion Capture from Egocentric Event Streams
        🏠project
      • 3D Human Pose Perception from Egocentric Stereo Videos
        ⭐code
        🏠project
      • Forecasting of 3D Whole-body Human Poses with Grasping Objects3D 全身人体姿势
      • BodyMAP -- Jointly Predicting Body Mesh and 3D Applied Pressure Map for People in Bed
        ⭐code
        🏠project
      • MeshPose: Unifying DensePose and 3D Body Mesh Reconstruction
      • Exploring Vision Transformers for 3D Human Motion-Language Models with Motion Patches
      • Hourglass Tokenizer for Efficient Transformer-Based 3D Human Pose Estimation
        ⭐code
        👍让视频姿态Transformer变得飞速,北大提出高效三维人体姿态估计框架HoT
      • Optimizing Diffusion Noise Can Serve As Universal Motion Priors
        ⭐code
        🏠project
      • En3D: An Enhanced Generative Model for Sculpting 3D Humans from 2D Synthetic Data
        ⭐code
        🏠project
  • 人体网格恢复/重建
    • DPMesh: Exploiting Diffusion Prior for Occluded Human Mesh Recovery
    • Instance-aware Contrastive Learning for Occluded Human Mesh Reconstruction
    • PostureHMR: Posture Transformation for 3D Human Mesh Recovery
    • Probabilistic Human Mesh Estimation with Hypothesis Scoring
    • KITRO:Refining Human Mesh by 2D Clues and Kinematic-tree Rotation
      ⭐code
    • Semantic Human Mesh Reconstruction with Textures
      🏠project
    • TokenHMR: Advancing Human Mesh Recovery with a Tokenized Pose Representation
      🏠project
    • SCULPT: Shape-Conditioned Unpaired Learning of Pose-dependent Clothed and Textured Human Meshes人体网格
    • R-Cyclic Diffuser: Reductive and Cyclic Latent Diffusion for 3D Clothed Human Digitalization
    • DiffusionPoser: Real-time Human Motion Reconstruction From Arbitrary Sparse Sensors Using Autoregressive Diffusion
      🏠project
    • Synergistic Global-space Camera and Human Reconstruction from Videos
    • SiTH: Single-view Textured Human Reconstruction with Image-Conditioned Diffusion
    • SIFU: Side-view Conditioned Implicit Function for Real-world Usable Clothed Human Reconstruction
  • 动作捕捉
    • ProxyCap: Real-time Monocular Full-body Capture in World Space via Human-Centric Proxy-to-Motion Learning
      🏠project
    • Egocentric Whole-Body Motion Capture with FisheyeViT and Diffusion-Based Motion Refinement
    • Capturing Closely Interacted Two-Person Motions with Reaction Priors
      🏠project
    • Loose Inertial Poser: Motion Capture with IMU-attached Loose-Wear Jacket
      ⭐code
    • Mocap Everyone Everywhere: Lightweight Motion Capture With Smartwatches and a Head-Mounted Camera
      ⭐code
      🏠project
  • 3D人体生成
    • HumanNorm: Learning Normal Diffusion Model for High-quality and Realistic 3D Human Generation
      ⭐code
      🏠project
    • FlowMDM: Seamless Human Motion Composition with Blended Positional Encodings
      ⭐code
      🏠project人体运动合成
    • HumanRef: Single Image to 3D Human Generation via Reference-Guided Diffusion
      🏠project
    • Gaussian Shell Maps for Efficient 3D Human Generation
  • 语音驱动的人体动画
    • Emotional Speech-driven 3D Body Animation via Disentangled Latent Diffusion
      ⭐code
      🏠project
  • 文本提示的人体动画
    • HOIAnimator: Generating Text-prompt Human-object Animations using Novel Perceptive Diffusion Models
  • 手语翻译
    • LLMs are Good Sign Language Translators
    • Neural Sign Actors: A Diffusion Model for 3D Sign Language Production from Text
  • 3D姿势迁移
    • Towards Robust 3D Pose Transfer with Adversarial Learning
    • Cinematic Behavior Transfer via NeRF-based Differentiable Filming
  • 人体重建
    • MultiPly: Reconstruction of Multiple People from Monocular Video in the Wild
    • Closely Interactive Human Reconstruction with Proxemics and Physics-Guided Adaption
      ⭐code
    • Joint Reconstruction of 3D Human and Object via Contact-Based Refinement Transformer
      ⭐code
    • HiLo: Detailed and Robust 3D Clothed Human Reconstruction with High-and Low-Frequency Information of Parametric Models
    • ANIM: Accurate Neural Implicit Model for Human Reconstruction from a single RGB-D Image
    • Diffusion-FOF: Single-View Clothed Human Reconstruction via Diffusion-Based Fourier Occupancy Field
    • VS: Reconstructing Clothed 3D Human from Single Image via Vertex Shift
      ⭐code
    • WHAM: Reconstructing World-grounded Humans with Accurate 3D Motion
      🏠project3D 运动重建
  • 类别无关的姿势估计
    • ESCAPE: Encoding Super-keypoints for Category-Agnostic Pose Estimation
  • 视频估计人体动力学
    • PhysPT: Physics-aware Pretrained Transformer for Estimating Human Dynamics from Monocular Videos
  • 人体姿势回归
    • Video-Based Human Pose Regression via Decoupled Space-Time Aggregation
      ⭐code
  • 3D人体模型
    • GauHuman: Articulated Gaussian Splatting from Monocular Human Videos
      ⭐code
      🏠project
  • 人体生成
    • FairRAG: Fair Human Generation via Fair Retrieval Augmentation
    • HumanGaussian: Text-Driven 3D Human Generation with Gaussian Splatting
      🏠project文本驱动 3D 人体生成
    • Joint2Human: High-Quality 3D Human Generation via Compact Spherical Embedding of 3D Joints
      🏠project
    • MoMask: Generative Masked Modeling of 3D Human Motions
      🏠project3D 人体运动
  • 人体运动理解
    • HumMUSS: Human Motion Understanding using State Space Models
  • 人体形状
    • Distilling CLIP with Dual Guidance for Learning Discriminative Human Body Shape Representation
  • 舞蹈生成
    • DisCo: Disentangled Control for Realistic Human Dance Generation
      🏠project
    • POPDG: Popular 3D Dance Generation with PopDanceSet
    • DanceCamera3D: 3D Camera Movement Synthesis with Music and Dance
      ⭐code
    • Lodge: A Coarse to Fine Diffusion Network for Long Dance Generation Guided by the Characteristic Dance Primitives
      🏠project
    • Bidirectional Autoregessive Diffusion Model for Dance Generation

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