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We propose a 3D generation pipeline that uses diffusion models to generate realistic human digital avatars.
Surface simplification using quadric error metrics
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Poisson surface reconstruction
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Articulated mesh animation from multi-view silhouettes
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Motion capture using joint skeleton tracking and surface estimation
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Fast articulated motion tracking using a sums of gaussians body model
C. Stoll, N. Hasler, J. Gall, H.-P. Seidel, and C. Theobalt · 2011
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Screened poisson surface reconstruction
M. Kazhdan and H. Hoppe · 2013
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Generative adversarial nets
I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, and Y. Bengio · 2014
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Auto-encoding variational bayes
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Smpl: A skinned multi-person linear model
M. Loper, N. Mahmood, J. Romero, G. Pons-Moll, and M. J. Black · 2015
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U-net: Convolutional networks for biomedical image segmentation
O. Ronneberger, P. Fischer, and T. Brox · 2015
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Deep unsupervised learning using nonequilibrium thermodynamics
J. Sohl-Dickstein, E. A. Weiss, N. Maheswaranathan, and S. Ganguli · 2015
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Panoptic studio: A massively multiview system for social interaction capture
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Neural discrete representation learning
A. van den Oord, O. Vinyals, and K. Kavukcuoglu · 2017
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Total capture: A 3d deformation model for tracking faces, hands, and bodies
H. Joo, T. Simon, and Y. Sheikh · 2018
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End-to-end recovery of human shape and pose
A. Kanazawa, M. J. Black, D. W. Jacobs, and J. Malik · 2018
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Deep appearance models for face rendering
S. Lombardi, J. Saragih, T. Simon, and Y. Sheikh · 2018
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Normal integration: a survey
Y. Quéau, J.-D. Durou, and J.-F. Aujol · 2018
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https://renderpeople.com/3d-people
Renderpeople, 2018 · 2018
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Moulding humans: Non-parametric 3d human shape estimation from single images
V. Gabeur, J.-S. Franco, X. Martin, C. Schmid, and G. Rogez · 2019
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The relightables: Volumetric performance capture of humans with realistic relighting
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A style-based generator architecture for generative adversarial networks
T. Karras, S. Laine, and T. Aila · 2019
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Learning to reconstruct 3d human pose and shape via model-fitting in the loop
N. Kolotouros, G. Pavlakos, M. J. Black, and K. Daniilidis · 2019
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Occupancy networks: Learning 3d reconstruction in function space
L. Mescheder, M. Oechsle, M. Niemeyer, S. Nowozin, and A. Geiger · 2019
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Deepsdf: Learning continuous signed distance functions for shape representation
J. J. Park, P. Florence, J. Straub, R. Newcombe, and S. Lovegrove · 2019
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Expressive body capture: 3d hands, face, and body from a single image
G. Pavlakos, V. Choutas, N. Ghorbani, T. Bolkart, A. A. Osman, D. Tzionas, and M. J. Black · 2019
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Pifu: Pixel-aligned implicit function for high-resolution clothed human digitization
S. Saito, Z. Huang, R. Natsume, S. Morishima, A. Kanazawa, and H. Li · 2019
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Facsimile: Fast and accurate scans from an image in less than a second
D. Smith, M. Loper, X. Hu, P. Mavroidis, and J. Romero · 2019
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Generative modeling by estimating gradients of the data distribution
Y. Song and S. Ermon · 2019
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Implicit functions in feature space for 3d shape reconstruction and completion
J. Chibane, T. Alldieck, and G. Pons-Moll · 2020
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Taming transformers for high-resolution image synthesis
P. Esser, R. Rombach, and B. Ommer · 2020
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Denoising diffusion probabilistic models
J. Ho, A. Jain, and P. Abbeel · 2020
gdna: Towards generative detailed neural avatars
X. Chen, T. Jiang, J. Song, J. Yang, M. J. Black, A. Geiger, and O. Hilliges · 2022
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Insetgan for full-body image generation
A. Frühstück, K. K. Singh, E. Shechtman, N. J. Mitra, P. Wonka, and J. Lu · 2022
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Stylegan-human: A data-centric odyssey of human generation
J. Fu, S. Li, Y. Jiang, K.-Y. Lin, C. Qian, C. C. Loy, W. Wu, and Z. Liu · 2022
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StyleneRF: A style-based 3d aware generator for high-resolution image synthesis
J. Gu, L. Liu, P. Wang, and C. Theobalt · 2022
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Classifier-free diffusion guidance
J. Ho · 2022
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Cascaded diffusion models for high fidelity image generation
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Cited alongside, same era.
Analyzing and improving the image quality of StyleGAN
T. Karras, S. Laine, M. Aittala, J. Hellsten, J. Lehtinen, and T. Aila · 2020
Cited alongside, same era.
Modular primitives for high-performance differentiable rendering
S. Laine, J. Hellsten, T. Karras, Y. Seol, J. Lehtinen, and T. Aila · 2020
Cited alongside, same era.
Monocular real-time volumetric performance capture
R. Li, Y. Xiu, S. Saito, Z. Huang, K. Olszewski, and H. Li · 2020
Cited alongside, same era.
Learning to dress 3d people in generative clothing
Q. Ma, J. Yang, A. Ranjan, S. Pujades, G. Pons-Moll, S. Tang, and M. J. Black · 2020
Cited alongside, same era.
Differentiable volumetric rendering: Learning implicit 3d representations without 3d supervision
M. Niemeyer, L. Mescheder, M. Oechsle, and A. Geiger · 2020
Cited alongside, same era.
Convolutional occupancy networks
S. Peng, M. Niemeyer, L. Mescheder, M. Pollefeys, and A. Geiger · 2020
Cited alongside, same era.
J. Ho, C. Saharia, W. Chan, D. J. Fleet, M. Norouzi, and T. Salimans · 2022
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Avatarclip: Zero-shot text-driven generation and animation of 3d avatars
F. Hong, M. Zhang, L. Pan, Z. Cai, L. Yang, and Z. Liu · 2022
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Elucidating the design space of diffusion-based generative models
T. Karras, M. Aittala, T. Aila, and S. Laine · 2022
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Tagger for automatic1111’s webui
S. Lee · 2022
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Repaint: Inpainting using denoising diffusion probabilistic models
A. Lugmayr, M. Danelljan, A. Romero, F. Yu, R. Timofte, and L. Van Gool · 2022
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Glide: Towards photorealistic image generation and editing with text-guided diffusion models
A. Q. Nichol, P. Dhariwal, A. Ramesh, P. Shyam, P. Mishkin, B. Mcgrew, I. Sutskever, and M. Chen · 2022
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Stylesdf: High-resolution 3d-consistent image and geometry generation
R. Or-El, X. Luo, M. Shan, E. Shechtman, J. J. Park, and I. Kemelmacher-Shlizerman · 2022
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Hierarchical text-conditional image generation with clip latents
A. Ramesh, P. Dhariwal, A. Nichol, C. Chu, and M. Chen · 2022
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High-resolution image synthesis with latent diffusion models
R. Rombach, A. Blattmann, D. Lorenz, P. Esser, and B. Ommer · 2022
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Diffustereo: High quality human reconstruction via diffusion-based stereo using sparse cameras
R. Shao, Z. Zheng, H. Zhang, J. Sun, and Y. Liu · 2022
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3d neural field generation using triplane diffusion
J. R. Shue, E. R. Chan, R. Po, Z. Ankner, J. Wu, and G. Wetzstein · 2022
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Multi-view mesh reconstruction with neural deferred shading
M. Worchel, R. Diaz, W. Hu, O. Schreer, I. Feldmann, and P. Eisert · 2022
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Tackling the generative learning trilemma with denoising diffusion gans
Z. Xiao, K. Kreis, and A. Vahdat · 2022
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Icon: implicit clothed humans obtained from normals
Y. Xiu, J. Yang, D. Tzionas, and M. J. Black · 2022
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LION: Latent point diffusion models for 3d shape generation
X. Zeng, A. Vahdat, F. Williams, Z. Gojcic, O. Litany, S. Fidler, and K. Kreis · 2022
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Avatargen: a 3d generative model for animatable human avatars
J. Zhang, Z. Jiang, D. Yang, H. Xu, Y. Shi, G. Song, Z. Xu, X. Wang, and J. Feng · 2022
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Sdf-stylegan: Implicit sdf-based stylegan for 3d shape generation
X. Zheng, Y. Liu, P. Wang, and X. Tong · 2022
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Instructpix2pix: Learning to follow image editing instructions
T. Brooks, A. Holynski, and A. A. Efros · 2023
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EVA3d: Compositional 3d human generation from 2d image collections
F. Hong, Z. Chen, Y. LAN, L. Pan, and Z. Liu · 2023
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Dreamfusion: Text-to-3d using 2d diffusion
B. Poole, A. Jain, J. T. Barron, and B. Mildenhall · 2023
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Image super-resolution via iterative refinement
C. Saharia, J. Ho, W. Chan, T. Salimans, D. J. Fleet, and M. Norouzi · 2023
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3d neural field generation using triplane diffusion
J. R. Shue, E. R. Chan, R. Po, Z. Ankner, J. Wu, and G. Wetzstein · 2023
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Score jacobian chaining: Lifting pretrained 2d diffusion models for 3d generation
H. Wang, X. Du, J. Li, R. A. Yeh, and G. Shakhnarovich · 2023
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Novel view synthesis with diffusion models
D. Watson, W. Chan, R. M. Brualla, J. Ho, A. Tagliasacchi, and M. Norouzi · 2023
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ECON: Explicit Clothed humans Optimized via Normal integration
Y. Xiu, J. Yang, X. Cao, D. Tzionas, and M. J. Black · 2023
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Dream3d: Zero-shot text-to-3d synthesis using 3d shape prior and text-to-image diffusion models
J. Xu, X. Wang, W. Cheng, Y.-P. Cao, Y. Shan, X. Qie, and S. Gao · 2023
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Paint by example: Exemplar-based image editing with diffusion models
B. Yang, S. Gu, B. Zhang, T. Zhang, X. Chen, X. Sun, D. Chen, and F. Wen · 2023
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