mlsanityData to 14 Oct 2026

An Implicit Parametric Morphable Dental Model

arXiv 2211.11402 ↗First posted 21 Nov 2022cs.CVcited by 12

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Abstract (arXiv)

3D Morphable models of the human body capture variations among subjects and are useful in reconstruction and editing applications. Current dental models use an explicit mesh scene representation and model only the teeth, ignoring the gum. In this work, we present the first parametric 3D morphable dental model for both teeth and gum. Our model uses an implicit scene representation and is learned from rigidly aligned scans. It is based on a component-wise representation for each tooth and the gum, together with a learnable latent code for each of such components. It also learns a template shape thus enabling several applications such as segmentation, interpolation, and tooth replacement. Our reconstruction quality is on par with the most advanced global implicit representations while enabling novel applications. Project page: https://vcai.mpi-inf.mpg.de/projects/DMM/

Key facts. Cited by 12 papers in the map (data through 14 Oct 2026). Builds on 32 of its 65 references that are in the map. First posted on arXiv 21 Nov 2022.

Builds on

32 of 65 references.

References · 32

  1. 2019DeepSDF: Learning Continuous Signed Distance Functions for Shape Representationcited by 2,689
  2. 2020Implicit Neural Representations with Periodic Activation Functionscited by 2,238
  3. 2018Occupancy Networks: Learning 3D Reconstruction in Function Spacecited by 2,041
  4. 2020Nerfies: Deformable Neural Radiance Fieldscited by 1,198
  5. 2018Learning Implicit Fields for Generative Shape Modelingcited by 1,060
  6. 2019Scene Representation Networks: Continuous 3D-Structure-Aware Neural Scene Representationscited by 864
  7. 2020Convolutional Occupancy Networkscited by 761
  8. 2020Face2Face: Real-time Face Capture and Reenactment of RGB Videoscited by 632
  9. 2020One-Shot Free-View Neural Talking-Head Synthesis for Video Conferencingcited by 444
  10. 2020Deep Local Shapes: Learning Local SDF Priors for Detailed 3D Reconstructioncited by 321
  11. 20193D Morphable Face Models -- Past, Present and Futurecited by 270
  12. 2019Deferred Neural Rendering: Image Synthesis using Neural Texturescited by 253
20 more
  1. 2022Embodied Hands: Modeling and Capturing Hands and Bodies Togethercited by 181
  2. 2018Deep Appearance Models for Face Renderingcited by 164
  3. 2019NASA: Neural Articulated Shape Approximationcited by 149
  4. 2019PQ-NET: A Generative Part Seq2Seq Network for 3D Shapescited by 119
  5. 2020Deformed Implicit Field: Modeling 3D Shapes with Learned Dense Correspondencecited by 119
  6. 2021A-SDF: Learning Disentangled Signed Distance Functions for Articulated Shape Representationcited by 114
  7. 2020i3DMM: Deep Implicit 3D Morphable Model of Human Headscited by 109
  8. 2021imGHUM: Implicit Generative Models of 3D Human Shape and Articulated Posecited by 103
  9. 2021NPMs: Neural Parametric Models for 3D Deformable Shapescited by 90
  10. 2020Deep Implicit Templates for 3D Shape Representationcited by 86
  11. 2020PatchNets: Patch-Based Generalizable Deep Implicit 3D Shape Representationscited by 81
  12. 2022ImFace: A Nonlinear 3D Morphable Face Model with Implicit Neural Representationscited by 64
  13. 2022LISA: Learning Implicit Shape and Appearance of Handscited by 63
  14. 2019Neural Style-Preserving Visual Dubbingcited by 47
  15. 2020PIE: Portrait Image Embedding for Semantic Controlcited by 41
  16. 2021Multiresolution Deep Implicit Functions for 3D Shape Representationcited by 35
  17. 2020COALESCE: Component Assembly by Learning to Synthesize Connectionscited by 30
  18. 2020TSGCNet: Discriminative Geometric Feature Learning with Two-Stream GraphConvolutional Network for 3D Dental Model Segmentationcited by 16
  19. 2022Teeth3DS+: An Extended Benchmark for Intraoral 3D Scans Analysiscited by 11
  20. 2018Building Anatomically Realistic Jaw Kinematics Model from Datacited by 3

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2023: 5; 2024: 3; 2025: 1; 2026: 3.

12 papers.

  1. 2024Media2Face: Co-speech Facial Animation Generation With Multi-Modality Guidancecited by 39
  2. 2023Towards Practical Capture of High-Fidelity Relightable Avatarscited by 34
  3. 2024VRMM: A Volumetric Relightable Morphable Head Modelcited by 19
  4. 2024ClotheDreamer: Text-Guided Garment Generation with 3D Gaussianscited by 9
  5. 20253D Dental Model Segmentation with Geometrical Boundary Preservingcited by 7
  6. 2023Implicit Modeling of Non-rigid Objects with Cross-Category Signalscited by 3
  7. 2023Pairwise-Constrained Implicit Functions for 3D Human Heart Modellingcited by 2
  8. 2026GNM Head: A Generative aNthropometric Model of the human headcited by 2
  9. 2023Toward Optimized VR/AR Ergonomics: Modeling and Predicting User Neck Muscle Contractioncited by 1
  10. 2023EMS: 3D Eyebrow Modeling from Single-view Imagescited by 1
  11. 2026S2MDF: A Plug-And-Play Layer for Intersection-Free Multi-Object Signed Distance Fieldscited by 1
  12. 2026Learning a Delighting Prior for Facial Appearance Capture in the Wildcited by 0