mlsanityData to 14 Oct 2026

4DHumanOutfit: a multi-subject 4D dataset of human motion sequences in varying outfits exhibiting large displacements

arXiv 2306.07399 ↗First posted 12 Jun 2023cs.CVcited by 12

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Abstract (arXiv)

This work presents 4DHumanOutfit, a new dataset of densely sampled spatio-temporal 4D human motion data of different actors, outfits and motions. The dataset is designed to contain different actors wearing different outfits while performing different motions in each outfit. In this way, the dataset can be seen as a cube of data containing 4D motion sequences along 3 axes with identity, outfit and motion. This rich dataset has numerous potential applications for the processing and creation of digital humans, e.g. augmented reality, avatar creation and virtual try on. 4DHumanOutfit is released for research purposes at https://kinovis.inria.fr/4dhumanoutfit/. In addition to image data and 4D reconstructions, the dataset includes reference solutions for each axis. We present independent baselines along each axis that demonstrate the value of these reference solutions for evaluation tasks.

Key facts. Cited by 12 papers in the map (data through 14 Oct 2026). Builds on 38 of its 72 references that are in the map. First posted on arXiv 12 Jun 2023.

Builds on

38 of 72 references.

References · 38

  1. 2019AMASS: Archive of Motion Capture as Surface Shapescited by 1,236
  2. 2016Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Imagecited by 695
  3. 2016Monocular 3D Human Pose Estimation In The Wild Using Improved CNN Supervisioncited by 494
  4. 2017Learning from Synthetic Humanscited by 359
  5. 2017VITON: An Image-based Virtual Try-on Networkcited by 286
  6. 2018Video Based Reconstruction of 3D People Modelscited by 238
  7. 2017Hand Keypoint Detection in Single Images using Multiview Bootstrappingcited by 231
  8. 2021AGORA: Avatars in Geography Optimized for Regression Analysiscited by 205
  9. 2022AlphaPose: Whole-Body Regional Multi-Person Pose Estimation and Tracking in Real-Timecited by 200
  10. 2017Single-Shot Multi-Person 3D Pose Estimation From Monocular RGBcited by 195
  11. 2019DeepHuman: 3D Human Reconstruction from a Single Imagecited by 182
  12. 2022Embodied Hands: Modeling and Capturing Hands and Bodies Togethercited by 181
26 more
  1. 2016Panoptic Studio: A Massively Multiview System for Social Interaction Capturecited by 173
  2. 2023HumanRF: High-Fidelity Neural Radiance Fields for Humans in Motioncited by 161
  3. 2020BCNet: Learning Body and Cloth Shape from A Single Imagecited by 120
  4. 2022HuMMan: Multi-Modal 4D Human Dataset for Versatile Sensing and Modelingcited by 117
  5. 2019CLOTH3D: Clothed 3D Humanscited by 116
  6. 2017Detailed, accurate, human shape estimation from clothed 3D scan sequencescited by 89
  7. 2020SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothingcited by 87
  8. 2023Hi4D: 4D Instance Segmentation of Close Human Interactioncited by 87
  9. 2022SNUG: Self-Supervised Neural Dynamic Garmentscited by 83
  10. 2017MonoPerfCap: Human Performance Capture from Monocular Videocited by 63
  11. 20193DPeople: Modeling the Geometry of Dressed Humanscited by 58
  12. 2020Fashionpedia: Ontology, Segmentation, and an Attribute Localization Datasetcited by 57
  13. 2020DeepCloth: Neural Garment Representation for Shape and Style Editingcited by 54
  14. 2020Neural Pose Transfer by Spatially Adaptive Instance Normalizationcited by 38
  15. 2021Generating Datasets of 3D Garments with Sewing Patternscited by 34
  16. 2021Contact-Aware Retargeting of Skinned Motioncited by 32
  17. 2020Fashion Meets Computer Vision: A Surveycited by 30
  18. 2021HUMAN4D: A Human-Centric Multimodal Dataset for Motions and Immersive Mediacited by 29
  19. 2019Learning Multi-Human Optical Flowcited by 26
  20. 2021HUMBI: A Large Multiview Dataset of Human Body Expressions and Benchmark Challengecited by 17
  21. 2020Probabilistic Character Motion Synthesis using a Hierarchical Deep Latent Variable Modelcited by 16
  22. 2022H4D: Human 4D Modeling by Learning Neural Compositional Representationcited by 15
  23. 2019Learning to Train with Synthetic Humanscited by 14
  24. 2021Dance In the Wild: Monocular Human Animation with Neural Dynamic Appearance Synthesiscited by 14
  25. 2023Correspondence-free online human motion retargetingcited by 7
  26. 2021A structured latent space for human body motion generationcited by 6

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2023: 1; 2024: 3; 2025: 6; 2026: 2.

12 papers.

  1. 2025Embodied AI Agents: Modeling the Worldcited by 61
  2. 20244D-DRESS: A 4D Dataset of Real-world Human Clothing with Semantic Annotationscited by 54
  3. 2023Deformation-Guided Unsupervised Non-Rigid Shape Matchingcited by 3
  4. 2025D-Garment: Physically Grounded Latent Diffusion for Dynamic Garment Deformationscited by 2
  5. 2024NF3DM: Combining Neural Fields and Deformation Models for 3D Non-Rigid Motion Reconstructioncited by 1
  6. 2025Pose-independent 3D Anthropometry from Sparse Datacited by 1
  7. 2025Quality assessment of 3D human animation: Subjective and objective evaluationcited by 1
  8. 2024VortSDF: 3D Modeling with Centroidal Voronoi Tesselation on Signed Distance Fieldcited by 0
  9. 2025ReMu: Reconstructing Multi-layer 3D Clothed Human from Image Layerscited by 0
  10. 2025Matching Shapes Under Different Topologies: A Topology-Adaptive Deformation Guided Approachcited by 0
  11. 2026MV-Fashion: Towards Enabling Virtual Try-On and Size Estimation with Multi-View Paired Datacited by 0
  12. 2026DiT-Garment: Garment Dynamics with Diffusion Transformerscited by 0