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The combination of deep learning, artist-curated scans, and Implicit Functions (IF), is enabling the creation of detailed, clothed, 3D humans from images.
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Poisson surface reconstruction
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Gerard Pons-Moll, Sergi Pujades, Sonny Hu, and Michael J. Black · 2017
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Embodied hands: Modeling and capturing hands and bodies together
Javier Romero, Dimitrios Tzionas, and Michael J. Black · 2017
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Thiemo Alldieck, Marcus A. Magnor, Weipeng Xu, Christian Theobalt, and Gerard Pons-Moll · 2018
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End-to-end recovery of human shape and pose
Angjoo Kanazawa, Michael J. Black, David W. Jacobs, and Jitendra Malik · 2018
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renderpeople.com , 2018
RenderPeople · 2018
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Image inpainting via generative multi-column convolutional neural networks
Yi Wang, Xin Tao, Xiaojuan Qi, Xiaoyong Shen, and Jiaya Jia · 2018
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Thiemo Alldieck, Marcus A. Magnor, Bharat Lal Bhatnagar, Christian Theobalt, and Gerard Pons-Moll · 2019
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Tex2Shape: Detailed full human body geometry from a single image
Thiemo Alldieck, Gerard Pons-Moll, Christian Theobalt, and Marcus A. Magnor · 2019
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Multi-Garment Net: Learning to dress 3D people from images
Bharat Lal Bhatnagar, Garvita Tiwari, Christian Theobalt, and Gerard Pons-Moll · 2019
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Moulding humans: Non-parametric 3D human shape estimation from single images
Valentin Gabeur, Jean-Sébastien Franco, Xavier Martin, Cordelia Schmid, and Gregory Rogez · 2019
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A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing Images
Yuying Ge, Ruimao Zhang, Lingyun Wu, Xiaogang Wang, Xiaoou Tang, and Ping Luo · 2019
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360-Degree textures of people in clothing from a single image
Verica Lazova, Eldar Insafutdinov, and Gerard Pons-Moll · 2019
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Occupancy networks: Learning 3D reconstruction in function space
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DeepSDF: Learning continuous signed distance functions for shape representation
Jeong Joon Park, Peter Florence, Julian Straub, Richard A. Newcombe, and Steven Lovegrove · 2019
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Expressive body capture: 3D hands, face, and body from a single image
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PIFu: Pixel-aligned implicit function for high-resolution clothed human digitization
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FACSIMILE: Fast and accurate scans from an image in less than a second
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DeepHuman: 3D human reconstruction from a single image
Zerong Zheng, Tao Yu, Yixuan Wei, Qionghai Dai, and Yebin Liu · 2019
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Detailed human shape estimation from a single image by hierarchical mesh deformation
Hao Zhu, Xinxin Zuo, Sen Wang, Xun Cao, and Ruigang Yang · 2019
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Implicit functions in feature space for 3D shape reconstruction and completion
Julian Chibane, Thiemo Alldieck, and Gerard Pons-Moll · 2020
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Neural unsigned distance fields for implicit function learning
Julian Chibane, Aymen Mir, and Gerard Pons-Moll · 2020
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Geo-PIFu: Geometry and pixel aligned implicit functions for single-view human reconstruction
Tong He, John P. Collomosse, Hailin Jin, and Stefano Soatto · 2020
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ARCH: Animatable reconstruction of clothed humans
Zeng Huang, Yuanlu Xu, Christoph Lassner, Hao Li, and Tony Tung · 2020
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BCNet: Learning body and cloth shape from a single image
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Volumetric human teleportation
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Learning to dress 3D people in generative clothing
Qianli Ma, Jinlong Yang, Anurag Ranjan, Sergi Pujades, Gerard Pons-Moll, Siyu Tang, and Michael J. Black · 2020
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Shunsuke Saito, Tomas Simon, Jason M. Saragih, and Hanbyul Joo · 2020
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MonoClothCap: Towards temporally coherent clothing capture from monocular RGB video
Donglai Xiang, Fabian Prada, Chenglei Wu, and Jessica K. Hodgins · 2020
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GHUM & GHUML: Generative 3D human shape and articulated pose models
Hongyi Xu, Eduard Gabriel Bazavan, Andrei Zanfir, William T. Freeman, Rahul Sukthankar, and Cristian Sminchisescu · 2020
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RigNet: Neural rigging for articulated characters
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Random erasing data augmentation
Zhun Zhong, Liang Zheng, Guoliang Kang, Shaozi Li, and Yi Yang · 2020
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SMPLicit: Topology-aware generative model for clothed people
Enric Corona, Albert Pumarola, Guillem Alenyà, Gerard Pons-Moll, and Francesc Moreno-Noguer · 2021
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Collaborative regression of expressive bodies using moderation
Yao Feng, Vasileios Choutas, Timo Bolkart, Dimitrios Tzionas, and Michael J. Black · 2021
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3D textured shape recovery with learned geometric priors
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Dig: Draping implicit garment over the human body
Ren Li, Benoît Guillard, Edoardo Remelli, and Pascal Fua · 2022
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3D clothed human reconstruction in the wild
Gyeongsik Moon, Hyeongjin Nam, Takaaki Shiratori, and Kyoung Mu Lee · 2022
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Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, and Björn Ommer · 2022
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Putting people in their place: Monocular regression of 3D people in depth
Yu Sun, Wu Liu, Qian Bao, Yili Fu, Tao Mei, and Michael J. Black · 2022
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Any-Shot GIN: Generalizing implicit networks for reconstructing novel classes
Yongqin Xiang, Julian Chibane, Bharat Lal Bhatnagar, Bernt Schiele, Zeynep Akata, and Gerard Pons-Moll · 2022
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ICON: Implicit Clothed humans Obtained from Normals
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AvatarGen: A 3D Generative Model for Animatable Human Avatars
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PaMIR: Parametric model-conditioned implicit representation for image-based human reconstruction
Zerong Zheng, Tao Yu, Yebin Liu, and Qionghai Dai · 2022
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Registering explicit to implicit: Towards high-fidelity garment mesh reconstruction from single images
Heming Zhu, Lingteng Qiu, Yuda Qiu, and Xiaoguang Han · 2022
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BEDLAM: A Synthetic Dataset of 3D Human Bodies Exhibiting Detailed Lifelike Animated Motion
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HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics
Artur Grigorev, Bernhard Thomaszewski, Michael J Black, and Otmar Hilliges · 2023
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Vid2Avatar: 3D Avatar Reconstruction from Videos in the Wild via Self-supervised Scene Decomposition
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NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation
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High-Fidelity Clothed Avatar Reconstruction from a Single Image
Tingting Liao, Xiaomei Zhang, Yuliang Xiu, Hongwei Yi, Xudong Liu, Guo-Jun Qi, Yong Zhang, Xuan Wang, Xiangyu Zhu, and Zhen Lei · 2023
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REC-MV: REconstructing 3D Dynamic Cloth from Monucular Videos
Lingteng Qiu, Guanying Chen, Jiapeng Zhou, Mutian Xu, Junle Wang, and Xiaoguang Han · 2023
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TEXTure: Text-Guided Texturing of 3D Shapes
Elad Richardson, Gal Metzer, Yuval Alaluf, Raja Giryes, and Daniel Cohen-Or · 2023
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3D Human Pose Estimation via Intuitive Physics
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