A collection of resources on clothed people.

Table of Contents

• Clothed People Digitalization
• 3D People Dressing and Clothing Draping
• Image-Based Virtual Try-On
• Garment Design
• Fashion Style Influences
• Team and People
• Dataset

Industry Demo or Product

Highavenue: Turn yourself into a 3D model.

Clothed People Digitalization

Project Splinter: Human Digitalization with Implicit Representation.

Recovering 3D Human Mesh from Monocular Images: A Survey.
Yating Tian, Hongwen Zhang, Yebin Liu, Limin Wang.
arxiv 2022. [PDF] [Project]

HumanNeRF: Free-viewpoint Rendering of Moving People from Monocular Video.
Chung-Yi Weng, Brian Curless, Pratul Srinivasan,Jonathan T. Barron, Ira Kemelmacher-Shlizerman.
CVPR 2022. [PDF] [Project]

H4D: Human 4D Modeling by Learning Neural Compositional Representation.
Boyan Jiang, Yinda Zhang, Xingkui Wei, Xiangyang Xue, Yanwei Fu.
CVPR 2022. [PDF]

OcclusionFusion: Occlusion-aware Motion Estimation for Real-time Dynamic 3D Reconstruction.
Wenbin Lin, Chengwei Zheng, Jun-Hai Yong, Feng Xu.
CVPR 2022. [PDF] [Project]

PINA: Learning a Personalized Implicit Neural Avatar from a Single RGB-D Video Sequence.
Zijian Dong, Chen Guo, Jie Song, Xu Chen, Andreas Geiger, Otmar Hilliges.
CVPR 2022. [PDF] [Project]

SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Video.
Boyi Jiang, Yang Hong, Hujun Bao, Juyong Zhang.
CVPR 2022. [PDF] [Project]

Fourier PlenOctrees for Dynamic Radiance Field Rendering in Real-time.
Liao Wang, Jiakai Zhang, Xinhang Liu, Fuqiang Zhao, Yanshun Zhang, Yingliang Zhang, Minye Wu, Lan Xu, Jingyi Yu.
CVPR 2022. [PDF]

NeuralHOFusion: Neural Volumetric Rendering under Human-object Interactions.
Yuheng Jiang, Suyi Jiang, Guoxing Sun, Zhuo Su, Kaiwen Guo, Minye Wu, Jingyi Yu, Lan Xu.
CVPR 2022. [PDF] [Project]

JIFF: Jointly-aligned Implicit Face Function for High Quality Single View Clothed Human Reconstruction.
Yukang Cao, Guanying Chen, Kai Han, Wenqi Yang, Kwan-Yee K. Wong.
CVPR 2022 (oral). [PDF]

High-Fidelity Human Avatars from a Single RGB Camera.
Hao Zhao, Jinsong Zhang, Yu-Kun Lai, Zerong Zheng, Yingdi Xie, Yebin Liu, Kun Li.
CVPR 2022. [PDF] [Project] [Project] [Data]

ICON: Implicit Clothed humans Obtained from Normals.
Yuliang Xiu, Jinlong Yang, Dimitrios Tzionas, Michael J. Black.
CVPR 2022. [PDF] [Github]

DoubleField: Bridging the Neural Surface and Radiance Fields for High-fidelity Human Rendering.
Ruizhi Shao, Hongwen Zhang, He Zhang, Yanpei Cao, Tao Yu, Yebin Liu.
CVPR 2022. [PDF] [Project]

Structured Local Radiance Fields for Human Avatar Modeling.
Zerong Zheng, Han Huang, Tao Yu, Hongwen Zhang, Yandong Guo, Yebin Liu.
CVPR 2022. [PDF] [Project] [Github]

DoubleField: Bridging the Neural Surface and Radiance Fields for High-fidelity Human Reconstruction and Rendering.
Ruizhi Shao, Hongwen Zhang, He Zhang, Mingjia Chen, Yanpei Cao, Tao Yu, Yebin Liu.
CVPR 2022. [PDF] [Project]

I M Avatar: Implicit Morphable Head Avatars from Videos.
Yufeng Zheng, Victoria Fernández Abrevaya, Xu Chen, Marcel C. Bühler, Michael J. Black, Otmar Hilliges.
CVPR 2022. [PDF]

gDNA: Towards Generative Detailed Neural Avatars.
Xu Chen, Tianjian Jiang, Jie Song, Jinlong Yang, Michael J. Black, Andreas Geiger, Otmar Hilliges.
CVPR 2022. [PDF] [Project] [Github]

HumanNeRF: Efficiently Generated Human Radiance Field from Sparse Inputs.
Fuqiang Zhao, Wei Yang, Jiakai Zhang, Pei Lin, Yingliang Zhang, Jingyi Yu, Lan Xu.
CVPR 2022. [PDF] [Project]

Unsupervised Learning of Efficient Geometry-Aware Neural Articulated Representations.
Atsuhiro Noguchi, Xiao Sun, Stephen Lin, Tatsuya Harada.
arxiv 2022. [PDF] [Project] [Github]

DRaCoN: Differentiable Rasterization Conditioned Neural Radiance Fields for Articulated Avatars.
Amit Raj, Umar Iqbal, Koki Nagano, Sameh Khamis, Pavlo Molchanov, James Hays, Jan Kautz.
arxiv 2022. [PDF] [Project]

NeuMan: Neural Human Radiance Field from a Single Video.
Wei Jiang, Kwang Moo Yi, Golnoosh Samei, Oncel Tuzel, Anurag Ranjan.
arxiv 2022. [PDF]

Animatable Neural Implicit Surfaces for Creating Avatars from Videos.
Sida Peng, Shangzhan Zhang, Zhen Xu, Chen Geng, Boyi Jiang, Hujun Bao, Xiaowei Zhou.
arxiv 2022. [PDF] [Project]

NeuVV: Neural Volumetric Videos with Immersive Rendering and Editing.
Jiakai Zhang, Liao Wang, Xinhang Liu, Fuqiang Zhao, Minzhang Li, Haizhao Dai, Boyuan Zhang, Wei Yang, Lan Xu, Jingyi Yu.
arxiv 2022. [PDF]

Learning Animatable Avatar with Barycentric Mapping and Variation Mining.
Yihao Zhi, Shenhan Qian, Xinhao Yan, Shenghua Gao.
arxiv 2021. [PDF]

Surface-Aligned Neural Radiance Fields for Controllable 3D Human Synthesis.
Tianhan Xu, Yasuhiro Fujita, Eiichi Matsumoto.
arxiv 2021. [PDF]

Animatable Neural Radiance Fields from Monocular RGB Videos.
Jianchuan Chen, Ying Zhang, Di Kang, Xuefei Zhe, Linchao Bao, Xu Jia, Huchuan Lu.
arxiv 2021. [PDF] [Github]

HVTR: Hybrid Volumetric-Textural Rendering for Human Avatars.
Tao Hu, Tao Yu, Zerong Zheng, He Zhang, Yebin Liu, Matthias Zwicker.
arxiv 2021. [PDF] [Project]

Neural Head Avatars from Monocular RGB Videos.
Philip-William Grassal, Malte Prinzler, Titus Leistner, Carsten Rother, Matthias Nießner, Justus Thies.
arxiv 2021. [PDF] [Project]

LookinGood^π: Real-time Person-independent Neural Re-rendering for High-quality Human Performance Capture.
Xiqi Yang, Kewei Yang, Kang Chen, Weidong Zhang, Weiwei Xu.
arxiv 2021. [PDF]

Geometry-Guided Progressive NeRF for Generalizable and Efficient Neural Human Rendering.
Mingfei Chen, Jianfeng Zhang, Xiangyu Xu, Lijuan Liu, Jiashi Feng, Shuicheng Yan.
arxiv 2021. [PDF]

HumanNeRF: Generalizable Neural Human Radiance Field from Sparse Inputs.
Fuqiang Zhao, Wei Yang, Jiakai Zhang, Pei Lin, Yingliang Zhang, Jingyi Yu, Lan Xu.
arxiv 2021. [PDF]

Total Scale: Face-to-Body Detail Reconstruction from Sparse RGBD Sensors.
Zheng Dong, Ke Xu, Ziheng Duan, Hujun Bao, Weiwei Xu, Rynson W.H. Lau.
arxiv 2021. [PDF]

Neural Human Performer: Learning Generalizable Radiance Fields for Human Performance Rendering.
Youngjoong Kwon, Dahun Kim, Duygu Ceylan, Henry Fuchs.
arxiv 2021. [PDF]

H3D-Net: Few-Shot High-Fidelity 3D Head Reconstruction.
Eduard Ramon, Gil Triginer, Janna Escur, Albert Pumarola, Jaime Garcia, Xavier Giro-i-Nieto, Francesc Moreno-Noguer.
arxiv 2021. [PDF] [Project] [H3DS Dataset]

Explicit Clothing Modeling for an Animatable Full-Body Avatar.
Donglai Xiang, Fabian Andres Prada, Timur Bagautdinov, Weipeng Xu, Yuan Dong, He Wen, Jessica Hodgins, Chenglei Wu.
arxiv 2021. [PDF]

THUNDR: Transformer-based 3D HUmaN Reconstruction with Markers.
Mihai Zanfir, Andrei Zanfir, Eduard Gabriel Bazavan, William T. Freeman, Rahul Sukthankar, Cristian Sminchisescu.
arxiv 2021. [PDF]

SHARP: Shape-Aware Reconstruction of People In Loose Clothing.
Sai Sagar Jinka, Rohan Chacko, Astitva Srivastava, Avinash Sharma, P.J. Narayanan.
arxiv 2021. [PDF]

Driving-Signal Aware Full-Body Avatars.
Timur Bagautdinov, Chenglei Wu, Tomas Simon, Fabian Prada, Takaaki Shiratori, Shih-En Wei, Weipeng Xu, Yaser Sheikh, Jason Saragih.
arxiv 2021. [PDF]

Learning Implicit 3D Representations of Dressed Humans from Sparse Views.
Pierre Zins, Yuanlu Xu, Edmond Boyer, Stefanie Wuhrer, Tony Tung.
arxiv 2021. [PDF]

PIXIE: Collaborative Regression of Expressive Bodies using Moderation.
Yao Feng, Vasileios Choutas, Timo Bolkart, Dimitrios Tzionas, Michael J. Black.
arxiv 2021. [PDF] [Project]

RIN: Textured Human Model Recovery and Imitation with a Single Image.
Haoxi Ran, Guangfu Wang, Li Lu.
arxiv 2020. [PDF] [Github]

PeelNet: Textured 3D reconstruction of human body using single view RGB image.
Sai Sagar Jinka, Rohan Chacko, Avinash Sharma, P. J. Narayanan.
arxiv 2020. [PDF]

A-NeRF: Articulated Neural Radiance Fields for Learning Human Shape, Appearance, and Pose.
Shih-Yang Su, Frank Yu, Michael Zollhoefer, Helge Rhodin.
NeurIPS 2021. [PDF] [Project]

Class-agnostic Reconstruction of Dynamic Objects from Videos.
Zhongzheng Ren, Xiaoming Zhao, Alexander G. Schwing.
NeurIPS 2021. [PDF] [Project]

MetaAvatar: Learning Animatable Clothed Human Models from Few Depth Images.
Shaofei Wang, Marko Mihajlovic, Qianli Ma, Andreas Geiger, Siyu Tang.
NeurIPS 2021. [PDF] [Project]

Garment4D: Garment Reconstruction from Point Cloud Sequences.
Fangzhou Hong, Liang Pan, Zhongang Cai, Ziwei Liu.
NeurIPS 2021. [PDF] [Project] [Github]

Dynamic Surface Function Networks for Clothed Human Bodies.
Andrei Burov, Matthias Nießner, Justus Thies.
ICCV 2021. [PDF] [Video] [Github]

Neural Articulated Radiance Field.
Atsuhiro Noguchi, Xiao Sun, Stephen Lin, Tatsuya Harada.
ICCV 2021. [PDF]

3D Human Texture Estimation From a Single Image With Transformers.
Xiangyu Xu, Chen Change Loy.
ICCV 2021. [PDF]

ARCH++: Animation-Ready Clothed Human Reconstruction Revisited.
Tong He, Yuanlu Xu, Shunsuke Saito, Stefano Soatto, Tony Tung.
ICCV 2021. [PDF]

DeePSD: Automatic Deep Skinning and Pose Space Deformation for 3D Garment Animation.
Hugo Bertiche, Meysam Madadi, Emilio Tylson, Sergio Escalera.
ICCV 2021. [PDF]

EgoRenderer: Rendering Human Avatars From Egocentric Camera Images.
Tao Hu, Kripasindhu Sarkar, Lingjie Liu, Matthias Zwicker, Christian Theobalt.
ICCV 2021. [PDF]

SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes.
Xu Chen, Yufeng Zheng, Michael J. Black, Otmar Hilliges, Andreas Geiger.
ICCV 2021. [PDF] [[Project](SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes] [Github]

Neural-GIF: Neural Generalized Implicit Functions for Animating People in Clothing.
Garvita Tiwari, Nikolaos Sarafianos, Tony Tung, Gerard Pons-Moll.
ICCV 2021. [PDF] [Project]

The Power of Points for Modeling Humans in Clothing.
Qianli Ma, Jinlong Yang, Siyu Tang, Michael J. Black.
ICCV 2021. [PDF] [Project] [Github]

Learning to Regress Bodies from Images using Differentiable Semantic Rendering.
Sai Kumar Dwivedi, Nikos Athanasiou, Muhammed Kocabas, Michael J. Black.
ICCV 2021. [PDF] [Project]

imGHUM: Implicit Generative Models of 3D Human Shape and Articulated Pose.
Thiemo Alldieck, Hongyi Xu, Cristian Sminchisescu.
ICCV 2021. [PDF]

DeepMultiCap: Performance Capture of Multiple Characters Using Sparse Multiview Cameras.
Yang Zheng, Ruizhi Shao, Yuxiang Zhang, Zerong Zheng, Tao Yu, Yebin Liu.
ICCV 2021. [PDF] [Project]

M3D-VTON: A Monocular-to-3D Virtual Try-On Network.
Fuwei Zhao, Zhenyu Xie, Michael Kampffmeyer, Haoye Dong, Songfang Han, Tianxiang Zheng, Tao Zhang, Xiaodan Liang.
ICCV 2021. [PDF]

Animatable Neural Radiance Fields for Human Body Modeling.
Sida Peng, Junting Dong, Qianqian Wang, Shangzhan Zhang, Qing Shuai, Hujun Bao, Xiaowei Zhou.
ICCV 2021. [PDF] [Project] [Github]

High-Fidelity 3D Digital Human Head Creation from RGB-D Selfies.
Xiangkai Lin, Yajing Chen, Linchao Bao, Haoxian Zhang, Sheng Wang, Xuefei Zhe, Xinwei Jiang, Jue Wang, Dong Yu, Zhengyou Zhang.
TOG 2021. [PDF] [Github] [Project]

Real-time Deep Dynamic Characters.
Marc Habermann, Lingjie Liu, Weipeng Xu, Michael Zollhoefer, Gerard Pons-Moll, Christian Theobalt.
TOG 2021. [PDF] [Project]

Learning Skeletal Articulations with Neural Blend Shapes.
Peizhuo Li, Kfir Aberman, Rana Hanocka, Libin Liu, Olga Sorkine-Hornung, Baoquan Chen.
TOG 2021. [PDF] [Video] [Project]

Detailed Avatar Recovery from Single Image.
Hao Zhu, Xinxin Zuo, Haotian Yang, Sen Wang, Xun Cao, Ruigang Yang.
TPAMI 2021. [PDF]

RSC-Net: 3D Human Pose, Shape and Texture from Low-Resolution Images and Videos.
Xiangyu Xu, Hao Chen, Francesc Moreno-Noguer, Laszlo A. Jeni, Fernando De la Torre.
TPAMI 2021. [PDF] [Github] [Project]

A Deeper Look into DeepCap.
Marc Habermann, Weipeng Xu, Michael Zollhoefer, Gerard Pons-Moll, Christian Theobalt.
TPAMI 2021. [PDF] [Github] [Data]

Function4D: Real-time Human Volumetric Capture from Very Sparse Consumer RGBD Sensors.
Tao Yu, Zerong Zheng, Kaiwen Guo, Pengpeng Liu, Qionghai Dai, Yebin Liu.
CVPR 2021 (oral). [PDF] [Project] [THuman2.0 Dataset]

POSEFusion: Pose-guided Selective Fusion for Single-view Human Volumetric Capture.
Zhe Li, Tao Yu, Zerong Zheng, Kaiwen Guo, Yebin Liu.
CVPR 2021. [PDF] [Project]

SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks.
Shunsuke Saito, Jinlong Yang, Qianli Ma, Michael J. Black.
CVPR 2021. [PDF] [Github]

Normalized Avatar Synthesis Using StyleGAN and Perceptual Refinement.
Huiwen Luo, Koki Nagano, Han-Wei Kung, Qingguo Xu, Zejian Wang, Lingyu Wei, Liwen Hu, Hao Li.
CVPR 2021. [PDF]

DeepSurfels: Learning Online Appearance Fusion.
Marko Mihajlovic, Silvan Weder, Marc Pollefeys, Martin R. Oswald.
CVPR 2021. [PDF] [Project] [Github]

Semi-Supervised Synthesis of High-Resolution Editable Textures for 3D Humans.
Bindita Chaudhuri, Nikolaos Sarafianos, Linda Shapiro, Tony Tung.
CVPR 2021. [PDF]

StereoPIFu: Depth Aware Clothed Human Digitization via Stereo Vision.
Yang Hong, Juyong Zhang, Boyi Jiang, Yudong Guo, Ligang Liu, Hujun Bao.
CVPR 2021. [PDF] [Project] [Github]

LASR: Learning Articulated Shape Reconstruction from a Monocular Video.
Gengshan Yang, Deqing Sun, Varun Jampani, Daniel Vlasic, Forrester Cole, Huiwen Chang, Deva Ramanan, William T. Freeman, Ce Liu.
CVPR 2021. [PDF] [Project]

Multi-person Implicit Reconstruction from a Single Image.
Armin Mustafa, Akin Caliskan, Lourdes Agapito, Adrian Hilton.
CVPR 2021. [PDF]

StylePeople: A Generative Model of Fullbody Human Avatars.
Artur Grigorev, Karim Iskakov, Anastasia Ianina, Renat Bashirov, Ilya Zakharkin, Alexander Vakhitov, Victor Lempitsky.
CVPR 2021. [PDF]

SCALE: Modeling Clothed Humans with a Surface Codec of Articulated Local Elements.
Qianli Ma, Shunsuke Saito, Jinlong Yang, Siyu Tang, Michael J. Black.
CVPR 2021. [PDF] [Project]

Semi-supervised Synthesis of High-Resolution Editable Textures for 3D Humans.
Bindita Chaudhuri, Nikolaos Sarafianos, Linda Shapiro, Tony Tung.
CVPR 2021. [PDF]

Monocular Real-time Full Body Capture with Inter-part Correlations.
Yuxiao Zhou, Marc Habermann, Ikhsanul Habibie, Ayush Tewari, Christian Theobalt, Feng Xu.
CVPR 2021. [PDF]

SMPLicit: Topology-aware Generative Model for Clothed People.
Enric Corona, Albert Pumarola, Guillem Alenyà, Gerard Pons-Moll, Francesc Moreno-Noguer.
CVPR 2021. [PDF] [Project]

A Deep Emulator for Secondary Motion of 3D Characters.
Mianlun Zheng, Yi Zhou, Duygu Ceylan, Jernej Barbic.
CVPR 2021. [PDF]

PVA: Pixel-aligned Volumetric Avatars.
Amit Raj, Michael Zollhoefer, Tomas Simon, Jason Saragih, Shunsuke Saito, James Hays, Stephen Lombardi.
CVPR 2021. [PDF] [Project]

ANR: Articulated Neural Rendering for Virtual Avatars.
Amit Raj, Julian Tanke, James Hays, Minh Vo, Carsten Stoll, Christoph Lassner.
CVPR 2021. [PDF] [Project]

SMPLpix: Neural Avatars from 3D Human Models.
Sergey Prokudin, Michael J. Black, Javier Romero.
WACV 2021. [PDF] [Github]

Synthetic Training for Monocular Human Mesh Recovery.
Yu Sun, Qian Bao, Wu Liu, Wenpeng Gao, Yili Fu, Chuang Gan, Tao Mei.
BMVC 2020. [PDF]

Realistic Virtual Humans from Smartphone Videos.
Stephan Wenninger, Jascha Achenbach, Andrea Bartl, Marc Erich Latoschik, Mario Botsch.
ACM VRST 2020 (Best Paper Award). [PDF] [Video] [Talk]

LoopReg: Self-supervised Learning of Implicit Surface Correspondences, Pose and Shape for 3D Human Mesh Registration.
Bharat Lal Bhatnagar, Cristian Sminchisescu, Christian Theobalt, Gerard Pons-Moll.
NeurIPS 2020. [PDF] [Github]

3D Multi-bodies: Fitting Sets of Plausible 3D Human Models to Ambiguous Image Data.
Benjamin Biggs, Sébastien Ehrhadt, Hanbyul Joo, Benjamin Graham, Andrea Vedaldi, David Novotny.
NeurIPS 2020. [PDF]

HPBTT: Human Parsing Based Texture Transfer from Single Image to 3D Human via Cross-View Consistency.
Fang Zhao, Shengcai Liao, Kaihao Zhang, Ling Shao.
NeurIPS 2020. [PDF] [Github]

Neural3D: Light-weight Neural Portrait Scanning via Context-aware Correspondence Learning.
Xin Suo, Minye Wu, Yanshun Zhang, Yanshun Zhang, Yingliang Zhang, Yingliang Zhang, Lan Xu, Qiang Hu, Jingyi Yu.
ACM MM 2020. [PDF]

3DBooSTeR: 3D Body Shape and Texture Recovery.
Alexandre Saint, Anis Kacem, Kseniya Cherenkova, Djamila Aouada.
ECCV 2020 Workshop. [PDF]

BCNet: Learning Body and Cloth Shape from A Single Image.
Boyi Jiang, Juyong Zhang, Yang Hong, Jinhao Luo, Ligang Liu, Hujun Bao.
ECCV 2020. [PDF]

MonoPort: Monocular Real-Time Volumetric Performance Capture.
Ruilong Li, Yuliang Xiu, Shunsuke Saito, Zeng Huang, Kyle Olszewski, Hao Li.
ECCV 2020. [PDF] [Github]

3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised Learning.
Xiangyu Xu, Hao Chen, Francesc Moreno-Noguer, Laszlo A. Jeni, Fernando De la Torre.
ECCV 2020. [PDF] [Project]

BLSM: A Bone-Level Skinned Model of the Human Mesh.
Haoyang Wang, Riza Alp Güler, Iasonas Kokkinos, George Papandreou, Stefanos Zafeiriou.
ECCV 2020. [pdf] [Supplement]

STAR: Sparse Trained Articulated Human Body Regressor.
Ahmed A. A. Osman, Timo Bolkart, Michael J. Black.
ECCV 2020. [PDF] [Project]

I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB Image.
Gyeongsik Moon, Kyoung Mu Lee.
ECCV 2020. [PDF] [Github]

Appearance Consensus Driven Self-Supervised Human Mesh Recovery.
Jogendra Nath Kundu, Mugalodi Rakesh, Varun Jampani, Rahul Mysore Venkatesh, R. Venkatesh Babu.
ECCV 2020. [PDF]

TexMesh: Reconstructing Detailed Human Texture and Geometry from RGB-D Video.
Tiancheng Zhi, Christoph Lassner, Tony Tung, Carsten Stoll, Srinivasa G. Narasimhan, Minh Vo.
ECCV 2020. [PDF]

NormalGAN: Learning Detailed 3D Human from a Single RGB-D Image.
Lizhen Wang, Xiaochen Zhao, Tao Yu, Songtao Wang, Yebin Liu.
ECCV 2020. [PDF] [Project]

Reconstructing NBA Players.
Luyang Zhu, Konstantinos Rematas, Brian Curless, Steve Seitz, Ira Kemelmacher-Shlizerman.
ECCV 2020. [PDF] [Github] [Project]

RobustFusion: Human Volumetric Capture with Data-driven Visual Cues using a RGBD Camera.
Zhuo Su, Xu Lan, Zerong Zheng, Tao Yu, Yebin Liu, Lu Fang.
ECCV 2020. [PDF]

IPNet: Combining Implicit Function Learning and Parametric Models for 3D Human Reconstruction.
Bharat Lal Bhatnagar, Cristian Sminchisescu, Christian Theobalt, Gerard Pons-Moll.
ECCV 2020. [PDF] [Project] [Github]

Neural Articulated Shape Approximation.
Boyang Deng, JP Lewis, Timothy Jeruzalski, Gerard Pons-Moll, Geoffrey Hinton, Mohammad Norouzi, Andrea Tagliasacchi.
ECCV 2020. [PDF]

SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing.
Garvita Tiwari, Bharat Lal Bhatnagar, Tony Tung, Gerard Pons-Moll.
ECCV 2020. [PDF] [Data] [Github] [Project]

TailorNet: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Style.
Chaitanya Patel, Zhouyingcheng Liao*, Gerard Pons-Moll.*
CVPR 2020. [PDF] [Github] [Project] [Data]

Geo-PIFu: Geometry and Pixel Aligned Implicit Functions for Single-view Human Reconstruction.
Tong He, John Collomosse, Hailin Jin, Stefano Soatto.
NeurIPS 2020. [PDF] [Github]

Self-Supervised Human Depth Estimation from Monocular Videos.
Feitong Tan, Hao Zhu, Zhaopeng Cui, Siyu Zhu, Marc Pollefeys, Ping Tan.
CVPR 2020. [PDF]

TetraTSDF: 3D human reconstruction from a single image with a tetrahedral outer shell.
Hayato Onizuka, Zehra Hayirci, Diego Thomas, Akihiro Sugimoto, Hideaki Uchiyama, Rin-ichiro Taniguchi.
arxiv 2020. [PDF]

ARCH: Animatable Reconstruction of Clothed Humans.
Zeng Huang, Yuanlu Xu, Christoph Lassner, Hao Li, Tony Tung.
CVPR 2020. [PDF]

pix2surf: Learning to Transfer Texture from Clothing Images to 3D Humans.
Aymen Mir, Thiemo Alldieck, Gerard Pons-Moll.
CVPR 2020. [PDF] [Github]

PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization.
Shunsuke Saito, Tomas Simon, Jason Saragih, Hanbyul Joo.
CVPR 2020. [PDF] [Project] [Github]

DeepCap: Monocular Human Performance Capture Using Weak Supervision.
Marc Habermann, Weipeng Xu, Michael Zollhoefer, erard Pons-Moll, Christian Theobalt.
CVPR 2020. [PDF] [Project]

EventCap: Monocular 3D Capture of High-Speed Human Motions using an Event Camera.
Lan XU, Weipeng Xu, Vladislav Golyanik, Marc Habermann, Lu Fang, Christian Theobalt.
CVPR 2020. [PDF] [Project]

PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstruction.
Zerong Zheng, Tao Yu, Yebin Liu, Qionghai Dai.
TPAMI 2020. [PDF] [Project]

MulayCap: Multi-layer Human Performance Capture Using A Monocular Video Camera.
Zhaoqi Su, Weilin Wan, Tao Yu, Lingjie Liu, Lu Fang, Wenping Wang and Yebin Liu.
TVCG 2020. [PDF] [Project]

Disentangled Human Body Embedding Based on Deep Hierarchical Neural Network.
Boyi Jiang, Juyong Zhang, Jianfei Cai, Jianmin Zheng.
TVCG 2020. [PDF]

SparseFusion: Dynamic Human Avatar Modeling from Sparse RGBD Images.
Xinxin Zuo, Sen Wang, Jiangbin Zheng, Weiwei Yu, Minglun Gong, Ruigang Yang, Li Cheng.
TMM 2020. [PDF]

UnstructuredFusion: Real-time 4D Geometry and Texture Reconstruction using Commercial RGBD Cameras.
Lan Xu, Zhuo Su, Lei Han, Tao Yu, Yebin Liu, Lu Fang.
TPAMI 2019. [PDF]

PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization.
Shunsuke Saito, Zeng Huang, Ryota Natsume, Shigeo Morishima, Angjoo Kanazawa, Hao Li.
ICCV 2019. [PDF] [Project] [Github]

Multi-Garment Net_Learning to Dress 3D people from Images.
Bharat Lal Bhatnagar, Garvita Tiwari, Christian Theobalt, Gerard Pons-Moll.
ICCV 2019. [Github] [PDF]

Learning to Reconstruct People in Clothing from a Single RGB Camera.
Thiemo Alldieck, Marcus Magnor, Bharat Lal Bhatnagar, Christian Theobalt, Gerard Pons-Moll.
ICCV 2019. [PDF] [Github]

A Neural Network for Detailed Human Depth Estimation From a Single Image.
Sicong Tang, Feitong Tan, Kelvin Cheng, Zhaoyang Li, Siyu Zhu, Ping Tan.
ICCV 2019. [PDF]

TexturePose: Supervising Human Mesh Estimation with Texture Consistency.
Georgios Pavlakos, Nikos Kolotouros, Kostas Daniilidis.
ICCV 2019. [PDF] [Project] [Github]

3DPeople: Modeling the Geometry of Dressed Humans.
Albert Pumarola, Jordi Sanchez, Gary P. T. Choi, Alberto Sanfeliu, Francesc Moreno-Noguer.
ICCV 2019. [PDF] [3DPeople-Dataset]

DeepHuman: 3D Human Reconstruction from a Single Image.
Zerong Zheng, Tao Yu, Yixuan Wei, Qionghai Dai, Yebin Liu.
ICCV 2019. [PDF] [Project]

Tex2Shape: Detailed Full Human Body Geometry From a Single Image.
Thiemo Alldieck, Gerard Pons-Moll, Christian Theobalt, Marcus Magnor.
CVPR 2019. [PDF] [Github]

SimulCap : Single-View Human Performance Capture with Cloth Simulation.
Tao Yu, Zerong Zheng, Yuan Zhong, Jianhui Zhao, Qionghai Dai, Gerard Pons-moll, Yebin Liu.
CVPR 2019. [PDF] [Project]

SiCloPe: Silhouette-Based Clothed People.
Ryota Natsume, Shunsuke Saito, Zeng Huang, Weikai Chen, Chongyang Ma, Hao Li, Shigeo Morishima.
CVPR 2019. [PDF]

Textured Neural Avatars.
Aliaksandra Shysheya, Egor Zakharov, Kara-Ali Aliev, Renat Bashirov, Egor Burkov, Karim Iskakov, Aleksei Ivakhnenko, Yury Malkov, Igor Pasechnik, Dmitry Ulyanov, Alexander Vakhitov, Victor Lempitsky.
CVPR 2019 (oral). [PDF] [Project]

MonoClothCap: Towards Temporally Coherent Clothing Capture from Monocular RGB Video.
Donglai Xiang, Fabian Prada, Chenglei Wu, Jessica Hodgins.
3DV 2020 (Best Paper Honorable Mention, Oral). [PDF]

360-Degree Textures of People in Clothing from a Single Image.
Verica Lazova, Eldar Insafutdinov, Gerard Pons-Moll.
3DV 2019. [PDF] [Project]

Detailed Human Avatars from Monocular Video.
Thiemo Alldieck, Marcus Magnor, Weipeng Xu, Christian Theobalt, Gerard Pons-Moll.
3DV 2018. [PDF] [Github]

BodyFusion: Real-time Capture of Human Motion and Surface Geometry Using a Single Depth Camera.
Tao Yu, Kaiwen Guo, Feng Xu, Yuan Dong, Zhaoqi Su, Jianhui Zhao, Jianguo Li, Qionghai Dai, Yebin Liu.
ICCV 2017. [PDF] [Project]

3D Reconstruction from a Single Image.
Oppo shared on ISMAR 2019.

3D People Dressing and Clothing Draping

SNUG: Self-Supervised Neural Dynamic Garments.
Igor Santesteban, Miguel A. Otaduy, Dan Casas.
CVPR 2022 (Oral). [PDF] [Project] [Github]

Registering Explicit to Implicit: Towards High-Fidelity Garment mesh Reconstruction from Single Images.
Heming Zhu, Lingteng Qiu, Yuda Qiu, Xiaoguang Han.
CVPR 2022. [PDF] [Project]

Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-On.
Igor Santesteban, Nils Thuerey, Miguel A. Otaduy, Dan Casas.
CVPR 2021. [PDF]

Deep Detail Enhancement for Any Garment.
Meng Zhang, Tuanfeng Wang, Duygu Ceylan, Niloy J. Mitra.
Eurographics 2021. [PDF]

Dynamic Neural Garments.
Meng Zhang, Duygu Ceylan, Tuanfeng Wang, Niloy J. Mitra.
arxiv 2021. [PDF] [Project]

Point-Based Modeling of Human Clothing.
Ilya Zakharkin, Kirill Mazur, Artur Grigoriev, Victor Lempitsky.
arxiv 2021. [PDF]

Deep Deformation Detail Synthesis for Thin Shell Models.
Lan Chen, Lin Gao, Jie Yang, Shibiao Xu, Juntao Ye, Xiaopeng Zhang, Yu-Kun Lai.
arxiv 2021. [PDF]

Neural 3D Clothes Retargeting from a Single Image.
Jae Shin Yoon, Kihwan Kim, Jan Kautz, Hyun Soo Park.
arxiv 2020. [PDF]

Physically Based Neural Simulator for Garment Animation.
Hugo Bertiche, Meysam Madadi, Sergio Escalera.
arxiv 2020. [PDF]

Deep Physics-aware Inference of Cloth Deformation for Monocular Human Performance Capture.
Yue Li, Marc Habermann, Bernhard Thomaszewski, Stelian Coros, Thabo Beeler, Christian Theobalt.
arxiv 2020. [PDF]

Multi-View Consistency Loss for Improved Single-Image 3D Reconstruction of Clothed People.
Akin Caliskan, Adrian Hilton.
ACCV 2020. [PDF] [Github]

SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing.
Garvita Tiwari, Bharat Lal Bhatnagar, Tony Tung, Gerard Pons-Moll.
ECCV 2020. [PDF]

GAN-based Garment Generation Using Sewing Pattern Images.
Yu Shen, Junbang Liang, Ming C. Lin.
ECCV 2020. [PDF] [Project] [Github]

GarNet++: Improving Fast and Accurate Static3D Cloth Draping by Curvature Loss.
Erhan Gundogdu, Victor Constantin, Shaifali Parashar, Amrollah Seifoddini, Minh Dang, Mathieu Salzmann, Pascal Fua.
TPAMI 2020. [PDF]

Neural Non-Rigid Tracking.
Aljaž Božič, Pablo Palafox, Michael Zollhöfer, Angela Dai, Justus Thies, Matthias Nießner.
arxiv 2020. [PDF]

Homogenized Yarn-Level Cloth.
Georg Sperl, Rahul Narain, Chris Wojtan.
ACM Transactions on Graphics (SIGGRAPH 2020). [PDF] [Project] [Data & Code]

DeepDeform: Learning Non-rigid RGB-D Reconstruction with Semi-supervised Data.
Aljaž Božič, Michael Zollhöfer, Christian Theobalt, Matthias Nießner.
CVPR 2020. [PDF] [Project] [Github] [DeepDeform Benchmark]

Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Images.
Heming Zhu, Yu Cao, Hang Jin, Weikai Chen, Dong Du, Zhangye Wang, Shuguang Cui, Xiaoguang Han.
arxiv 2020. [PDF] [Project]

Implicit Functions in Feature Space for 3D Shape Reconstruction and Completion.
Julian Chibane, Thiemo Alldieck, Gerard Pons-Moll.
CVPR 2020. [PDF]

Learning to Dress 3D People in Generative Clothing.
Qianli Ma, Jinlong Yang, Anurag Ranjan, Sergi Pujades, Gerard Pons-Moll, Siyu Tang, Michael J. Black.
CVPR 2020. [PDF]

DeepCap: Monocular Human Performance Capture Using Weak Supervision.
Marc Habermann, Weipeng Xu, Michael and Zollhoefer, Gerard Pons-Moll, Christian Theobalt.
CVPR 2020. [PDF]

The Virtual Tailor: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Style.
Chaitanya Patel, Zhouyingcheng Liao, Gerard Pons-Moll.
CVPR 2020. [PDF]

Learning to Transfer Texture from Clothing Images to 3D Humans.
Aymen Mir, Thiemo Alldieck, Gerard Pons-Moll.
CVPR 2020. [PDF] [Github]

GarNet: A Two-Stream Network for Fast and Accurate 3D Cloth Draping.
Erhan Gundogdu, Victor Constantin, Amrollah Seifoddini, Minh Dang, Mathieu Salzmann, Pascal Fua.
ICCV 2019. [PDF] [Supplementary Material] [Project] [Dataset]

Multi-Garment Net: Learning to Dress 3D People from Images.
Bharat Lal Bhatnagar, Garvita Tiwari, Christian Theobalt, Gerard Pons-Moll(REAL VIRTUAL HUMANS, MPII).
ICCV 2019. [PDF]

CAPE: Learning to Dress 3D People in Generative Clothing.
Qianli Ma, Jinlong Yang, Anurag Ranjan, Sergi Pujades, Gerard Pons-Moll, Siyu Tang, Michael J. Black.
CVPR 2020. [PDF] [Project]

DRAPE: DRessing Any PErson.
Peng Guan, Loretta Reiss, David A. Hirshberg, Alexander Weiss, Michael J. Black.
ACM Transactions on Graphics (TOG) 2012. [PDF] [Project]

CLOTH3D: Clothed 3D Humans.
Hugo Bertiche, Meysam Madadi, Sergio Escalera.
ECCV 2020. [PDF]

Human Image Generation

StyleGAN-Human: A Data-Centric Odyssey of Human Generation.
Jianglin Fu, Shikai Li, Yuming Jiang, Kwan-Yee Lin, Chen Qian, Chen Change Loy, Wayne Wu, Ziwei Liu.
arxiv 2022. [PDF] [Github] [Project] [Colab Demo] [Hugging Face Demo]

InsetGAN for Full-Body Image Generation.
Anna Frühstück, Krishna Kumar Singh, Eli Shechtman, Niloy J. Mitra, Peter Wonka, Jingwan Lu.
CVPR 2022. [PDF] [Project]

Neural Texture Extraction and Distribution for Controllable Person Image Synthesis.
Yurui Ren, Xiaoqing Fan, Ge Li, Shan Liu, Thomas H. Li.
CVPR 2022 (oral). [PDF] [Github]

Exploring Dual-task Correlation for Pose Guided Person Image Generation.
Pengze Zhang, Lingxiao Yang, Jianhuang Lai, Xiaohua Xie.
CVPR 2022. [PDF]

SAWN: Controllable Person Image Synthesis with Spatially-Adaptive Warped Normalization.
Jichao Zhang, Aliaksandr Siarohin, Hao Tang, Jingjing Chen, Enver Sangineto, Wei Wang, Nicu Sebe.
arxiv 2021. [PDF] [Github]

Structure-Transformed Texture-Enhanced Network for Person Image Synthesis.
Munan Xu, Yuanqi Chen, Shan Liu, Thomas H. Li, Ge Li.
ICCV 2021. [PDF]

PISE: Person Image Synthesis and Editing with Decoupled GAN.
Jinsong Zhang, Kun Li, Yu-Kun Lai, Jingyu Yang.
CVPR 2021. [PDF] [Project] [Github]

XingGAN for Person Image Generation.
Hao Tang, Song Bai, Li Zhang, Philip H. S. Torr, Nicu Sebe.
ECCV 2020. [Github]

Progressive Pose Attention Transfer for Person Image Generation.
Zhen Zhu, Tengteng Huang, Baoguang Shi, Miao Yu, Bofei Wang, Xiang Bai.
CVPR 2019 (oral). [PDF] [Github]

Generating Person Images with Appearance-aware Pose Stylizer.
Siyu Huang, Haoyi Xiong, Zhi-Qi Cheng, Qingzhong Wang, Xingran Zhou, Bihan Wen, Jun Huan, Dejing Dou.
IJCAI 2020. [PDF] [Github]

Image-Based Virtual Try-On

[Awesome Virtual Try-on (VTON)]

Dress Code: High-Resolution Multi-Category Virtual Try-On.
Davide Morelli, Matteo Fincato, Marcella Cornia, Federico Landi, Fabio Cesari, Rita Cucchiara.
arxiv 2022. [PDF] [Github] [Dress Code Dataset]

Weakly Supervised High-Fidelity Clothing Model Generation.
Ruili Feng, Cheng Ma, Chengji Shen, Xin Gao, Zhenjiang Liu, Xiaobo Li, Kairi Ou, Zhengjun Zha.
arxiv 2021. [PDF]

Style and Pose Control for Image Synthesis of Humans from a Single Monocular View.
Kripasindhu Sarkar, Vladislav Golyanik, Lingjie Liu, Christian Theobalt.
arxiv 2021. [PDF] [Project]

Imitation Learning for Fashion Style Based on Hierarchical Multimodal Representation.
Shizhu Liu, Shanglin Yang, Hui Zhou.
arxiv 2020. [PDF]

Toward Accurate and Realistic Virtual Try-on Through Shape Matching and Multiple Warps.
Kedan Li, Min Jin Chong, Jingen Liu, David Forsyth.
arxiv 2020. [PDF]

Learning Color Compatibility in Fashion Outfits.
Heming Zhang, Xuewen Yang, Jianchao Tan, Chi-Hao Wu, Jue Wang, C.-C. Jay Kuo.
arxiv 2020. [PDF]

GarmentGAN: Photo-realistic Adversarial Fashion Transfer.
Amir Hossein Raffiee, Michael Sollami.
arxiv 2020. [PDF]

TailorGAN: Making User-Defined Fashion Designs.
Lele Chen, Justin Tian, Guo Li, Cheng-Haw Wu, Erh-Kan King, Kuan-Ting Chen, Shao-Hang Hsieh.
arxiv 2019. [PDF] [Github]

SieveNet: A Unified Framework for Robust Image-Based Virtual Try-On.
Surgan Jandial, Ayush Chopra, Kumar Ayush, Mayur Hemani, Abhijeet Kumar, Balaji Krishnamurthy.
arxiv 2019. [PDF] [Github]

Style-Based Global Appearance Flow for Virtual Try-On.
Sen He, Yi-Zhe Song, Tao Xiang.
CVPR 2022. [PDF]

Dressing in the Wild by Watching Dance Videos.
Xin Dong, Fuwei Zhao, Zhenyu Xie, Xijin Zhang, Daniel K. Du, Min Zheng, Xiang Long, Xiaodan Liang, Jianchao Yang.
CVPR 2022. [PDF] [Project]

CIT: Cloth Interactive Transformer for Virtual Try-On.
Bin Ren, Hao Tang, Fanyang Meng, Runwei Ding, Ling Shao, Philip H.S. Torr, Nicu Sebe.
CVPR 2022. [PDF] [Github]

WAS-VTON: Warping Architecture Search for Virtual Try-on Network.
Zhenyu Xie, Xujie Zhang, Fuwei Zhao, Haoye Dong, Michael C. Kampffmeyer, Haonan Yan, Xiaodan Liang.
ACM MM 2021. [PDF]

Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GAN.
Zhenyu Xie, Zaiyu Huang, Fuwei Zhao, Haoye Dong, Michael Kampffmeyer, Xiaodan Liang.
NeurIPS 2021. [PDF] [Github]

ZFlow: Gated Appearance Flow-based Virtual Try-on with 3D Priors.
Ayush Chopra, Rishabh Jain, Mayur Hemani, Balaji Krishnamurthy.
ICCV 2021. [PDF]

Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-On and Outfit Editing.
Aiyu Cui, Daniel McKee, Svetlana Lazebnik.
ICCV 2021. [PDF]

FashionMirror: Co-Attention Feature-Remapping Virtual Try-On With Sequential Template Poses.
Chieh-Yun Chen, Ling Lo, Pin-Jui Huang, Hong-Han Shuai, Wen-Huang Cheng.
ICCV 2021. [PDF]

Shape Controllable Virtual Try-on for Underwear Models.
Xin Gao, Zhenjiang Liu, Zunlei Feng, Chengji Shen, Kairi Ou, Haihong Tang, Mingli Song.
ACM MM 2021. [PDF]

TryOnGAN: Body-aware Try-on via Layered Interpolation.
Kathleen M Lewis, Srivatsan Varadharajan, Ira Kemelmacher-Shlizerman.
TOG 2021. [PDF] [Project] [Demo]

VOGUE: Try-On by StyleGAN Interpolation Optimization.
Kathleen M Lewis, Srivatsan Varadharajan, Ira Kemelmacher-Shlizerman.
CVPR 2021. [PDF] [Project] [Github]

Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editing.
Aiyu Cui, Daniel McKee, Svetlana Lazebnik.
CVPR 2021. [PDF] [Github]

Toward Accurate and Realistic Outfits Visualization With Attention to Details.
Kedan Li, Min Jin Chong, Jeffrey Zhang, Jingen Liu.
CVPR 2021. [PDF] [Demo]

VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalization.
Seunghwan Choi, Sunghyun Park, Minsoo Lee, Jaegul Choo.
CVPR 2021. [PDF]

HumanGAN: A Generative Model of Humans Images.
Kripasindhu Sarkar, Lingjie Liu, Vladislav Golyanik, Christian Theobalt.
CVPR 2021. [PDF] [Project]

DCTON: Disentangled Cycle Consistency for Highly-realistic Virtual Try-On.
Chongjian Ge, Yibing Song, Yuying Ge, Han Yang, Wei Liu, and Ping Luo.
CVPR 2021. [PDF] [Github]

PF-AFN: Parser-Free Virtual Try-on via Distilling Appearance Flows.
Yuying Ge, Yibing Song, Ruimao Zhang, Chongjian Ge, Wei Liu, Ping Luo.
CVPR 2021. [PDF] [Github]

Template-Free Try-on Image Synthesis via Semantic-guided Optimization.
Chien-Lung Chou, Chieh-Yun Chen, Chia-Wei Hsieh, Hong-Han Shuai, Jiaying Liu, Wen-Huang Cheng.
TNNLS 2021. [PDF]

Unpaired Person Image Generation with Semantic Parsing Transformation.
Sijie Song, Wei Zhang, Jiaying Liuv, Zongming Guo, Tao Mei.
TPAMI 2020. [PDF] [CVPR 2019] [TPAMI 2020] [Github]

Do Not Mask What You Do Not Need to Mask: a Parser-Free Virtual Try-On.
Thibaut Issenhuth, Jérémie Mary, Clément Calauzènes.
ECCV 2020. [PDF]

Fully Convolutional Graph Neural Networks for Parametric Virtual Try-On.
Raquel Vidaurre, Igor Santesteban, Elena Garces, Dan Casas.
ACM MM 2020. [PDF] [Project]

Towards Photo-Realistic Virtual Try-On by Adaptively Generating Preserving Image Content.
Han Yang, Ruimao Zhang, Xiaobao Guo, Wei Liu, Wangmeng Zuo, Ping Luo.
CVPR 2020. [PDF] [Github]

PSGAN: Pose and Expression Robust Spatial-Aware GAN for Customizable Makeup Transfer.
Wentao Jiang, Si Liu, Chen Gao, Jie Cao, Ran He, Jiashi Feng, Shuicheng Yan.
CVPR 2020. [PDF]

ClothFlow: A Flow-Based Model for Clothed Person Generation.
Xintong Han, Xiaojun Hu, Weilin Huang, Matthew R. Scott.
ICCV 2019. [PDF]

VTNFP: An Image-Based Virtual Try-On Network With Body and Clothing Feature Preservation.
Ruiyun Yu, Xiaoqi Wang, Xiaohui Xie.
ICCV 2019. [PDF]

Toward Characteristic-Preserving Image-based Virtual Try-On Network.
Bochao Wang, Huabin Zheng, Xiaodan Liang, Yimin Chen, Liang Lin, Meng Yang.
ECCV 2018. [PDF]

Generating High-Resolution Fashion Model Images Wearing Custom Outfits.
Gökhan Yildirim, Nikolay Jetchev, Roland Vollgraf, Urs Bergmann.
Workshop on Computer Vision for Fashion, Art and Design, ICCV 2019. [PDF]

Human Body Reshaping

Single-image Human-body Reshaping with Deep Neural Networks.
Beijia Chen, Hongbo Fu, Xiang Chen, Kun Zhou, Youyi Zheng.
arxiv 2022. [PDF]

MovieReshape: Tracking and Reshaping of Humans in Videos.
Arjun Jain, Thorsten Thormählen, Hans-Peter Seidel, Christian Theobalt.
SIGGRAPH Asia 2010. [PDF] [Project]

Parametric reshaping of human bodies in images.
Shizhe Zhou, Hongbo Fu, Ligang Liu, Daniel Cohen-Or, Xiaoguang Han.
SIGGRAPH 2010. [PDF]

Human Mesh Recovery

GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic Cameras.
Ye Yuan, Umar Iqbal, Pavlo Molchanov, Kris Kitani, Jan Kautz.
CVPR 2022 (Oral). [PDF] [Project] [Github]

Human-Centric Perception

Versatile Multi-Modal Pre-Training for Human-Centric Perception.
Fangzhou Hong, Liang Pan, Zhongang Cai, Ziwei Liu.
CVPR 2022. [PDF] [Github] [Project]

Challenge and workshop

• KDD Workshop on Fashion. [2019] [2018] [2017] [2016]
• Workshop on Computer Vision for Fashion, Art and Design. [CVPR 2020] [ICCV 2019] [ECCV 2018] [ICCV 2017]
• NeurlPS workshop on Machine Learning for Creativity and Design. [2019] [2018] [2017]
• SIGIR Workshop On eCommerce. [2019] [2018] [2017]
• CVPR Deep Learning for Content Creation Tutorial. [2019]
• iMaterialist Fashion Challenge. [CVPR 2019]
• iDesigner Challenge. [CVPR 2019]
• FashionGen Challenge. [ICCV 2019, ECCV 2018]
• JD AI Fashion Challenge. [ChinaMM 2018]
• Alibaba FashionAI Global Challenge. [Tianchi]
• Artificial Intelligence on Fashion and Textile Conference. [AIFT 2018]
• Fashion IQ Challenge. [CVPR 2020] [ICCV 2019]
• DeepFashion2 Challenge. [CVPR 2020] [ICCV 2019]

Datasets

• Fashionpedia. [Website]
• DeepFashion2 Dataset. [Website]
• DeepFashion Dataset. [Website]
• FashionGen. [Website]
• FashionAI. [Tianchi]
• TaobaoClothMatch. [Tianchi]
• Fashion-MNIST. [Fashion-MNIST]
• Fashion IQ. [Website]
• NTURGBD-Parsing-4K Dataset. [Website]

Garment Design

Knitting 4D Garment with Elasticity Controlled for Body Motion.
Zishun Liu, Xingjian Han, Yuchen Zhang, Xiangjia Chen, Yukun Lai, Eugeni L. Doubrovski, Emily Whiting, Charlie C.L. Wang.
TOG 2021. [PDF] [Project]

Garment Design with Generative Adversarial Networks.
Chenxi Yuan, Mohsen Moghaddam.
AdvML 2020, KDD workshop. [PDF]

Fashion Style Influences

From Paris to Berlin: Discovering Fashion Style Influences Around the World.
Ziad Al-Halah, Kristen Grauman.
CVPR 2020. [PDF]

From Culture to Clothing: Discovering the World Events Behind A Century of Fashion Images.
Wei-Lin Hsiao, Kristen Grauman.
arxiv 2021. [PDF]

Team and People

• Real Virtual Humans, Max Planck Institute for Informatics, by Gerard Pons-Moll.
• Perceiving Systems, Tubingen Compus, Max Planck Institute for Intelligent Systems, by Michael Black.
• Visual Computer Lab, Technical University Munich (TUM), by Prof. Dr. Matthias Nießner and his team.
• Broadband Network and Digital Media Lab, Department of Automation, Tsinghua University, by Yebin Liu.
• Vision and Graphics Lab, University of Southern California, by Hao Li.

Dataset

• SMPL. To download the SMPL-X, SMPL+H and SMPL (Male and Female, Gender Neural Model) model, go to this project website and register to get access to the downloads section. [Github]

• THUmanDataset. THUman is a 3D real-world human model dataset containing approximately 7000 models.

• AGORA. AGORA, proposed at CVPR 2021 paper, consists of 4240 scans spanning more than 350 unique subjects, all paired with SMPL-X fits.

Applications

Fitness Training

AIFit: Automatic 3D Human-Interpretable Feedback Models for Fitness Training.
Mihai Fieraru, Mihai Zanfir, Silviu-Cristian Pirlea, Vlad Olaru, Cristian Sminchisescu.
CVPR 2021. [PDF] [Project]