A collection of resources on clothed people.
If you think I have missed out on something (or) have any suggestions (papers, implementations and other resources), feel free to pull a request
Feedback and contributions are welcome!
markdown format:
**Here is the Paper Name.**<br>
*[Author 1](homepage), Author 2, and Author 3.*<br>
Conference or Journal Year. [[PDF](link)] [[Project](link)] [[Github](link)] [[Video](link)] [[Data](link)]- Clothed People Digitalization
- 3D People Dressing and Clothing Draping
- Image-Based Virtual Try-On
- Garment Design
- Fashion Style Influences
- Team and People
- Dataset
Highavenue: Turn yourself into a 3D model.
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]
Real-time Deep Dynamic Characters.
Marc Habermann, Lingjie Liu, Weipeng Xu, Michael Zollhoefer, Gerard Pons-Moll, Christian Theobalt.
SIGGRAPH 2021. [PDF] [Project]
A Deeper Look into DeepCap.
Marc Habermann, Weipeng Xu, Michael Zollhoefer, Gerard Pons-Moll, Christian Theobalt.
TPAMI 2021. [PDF] [Github] [Data]
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]
DeepSurfels: Learning Online Appearance Fusion.
Marko Mihajlovic, Silvan Weder, Marc Pollefeys, Martin R. Oswald.
CVPR 2021. [PDF] [Project] [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.
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]
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]
PIXIE: Collaborative Regression of Expressive Bodies using Moderation.
Yao Feng, Vasileios Choutas, Timo Bolkart, Dimitrios Tzionas, Michael J. Black.
arxiv 2021. [PDF] [Project]
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 20201. [PDF] [Project]
Learning Skeletal Articulations with Neural Blend Shapes.
Peizhuo Li, Kfir Aberman, Rana Hanocka, Libin Liu, Olga Sorkine-Hornung, Baoquan Chen.
SIGGRAPH 2021. [PDF] [Video] [Project]
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]
Real-time Deep Dynamic Characters.
Marc Habermann, Lingjie Liu, Weipeng Xu, Michael Zollhoefer, Gerard Pons-Moll, Christian Theobalt.
arxiv 2021. [PDF]
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]
Learning Implicit 3D Representations of Dressed Humans from Sparse Views.
Pierre Zins, Yuanlu Xu, Edmond Boyer, Stefanie Wuhrer, Tony Tung.
arxiv 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]
Dynamic Surface Function Networks for Clothed Human Bodies.
Andrei Burov, Matthias Nießner, Justus Thies.
arxiv 2021. [PDF] [Video] [Github]
SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks.
Shunsuke Saito, Jinlong Yang, Qianli Ma, Michael J. Black.
arxiv 2021. [PDF] [Github]
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]
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.
arxiv 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]
RIN: Textured Human Model Recovery and Imitation with a Single Image.
Haoxi Ran, Guangfu Wang, Li Lu.
arxiv 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]
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]
Synthetic Training for Monocular Human Mesh Recovery.
Yu Sun, Qian Bao, Wu Liu, Wenpeng Gao, Yili Fu, Chuang Gan, Tao Mei.
arxiv 2020. [PDF]
3DBooSTeR: 3D Body Shape and Texture Recovery.
Alexandre Saint, Anis Kacem, Kseniya Cherenkova, Djamila Aouada.
arxiv 2020. [PDF]
High-Fidelity 3D Digital Human 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.
arxiv 2020. [PDF] [Github] [Project]
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]
MonoClothCap: Towards Temporally Coherent Clothing Capture from Monocular RGB Video.
Donglai Xiang, Fabian Prada, Chenglei Wu, Jessica Hodgins.
arxiv 2020. [PDF]
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]
SMPLpix: Neural Avatars from 3D Human Models.
Sergey Prokudin, Michael J. Black, Javier Romero.
arxiv 2020. [PDF]
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]
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]
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]
Monocular Real-Time Volumetric Performance Capture.
Ruilong Li, Yuliang Xiu, Shunsuke Saito, Zeng Huang, Kyle Olszewski, Hao Li.
arxiv 2020. [PDF]
Reconstructing NBA Players.
Luyang Zhu, Konstantinos Rematas, Brian Curless, Steve Seitz, Ira Kemelmacher-Shlizerman.
ECCV 2020. [PDF] [Github] [Project]
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]
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]
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]
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]
Learning to Transfer Texture from Clothing Images to 3D Humans.
Aymen Mir, Thiemo Alldieck, Gerard Pons-Moll.
arxiv 2020. [PDF]
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]
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]
Disentangled Human Body Embedding Based on Deep Hierarchical Neural Network.
Boyi Jiang, Juyong Zhang, Jianfei Cai, Jianmin Zheng.
TVCG 2020. [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]
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]
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]
Multi-Garment Net_Learning to Dress 3D people from Images.
Bharat Lal Bhatnagar, Garvita Tiwari, Christian Theobalt, Gerard Pons-Moll.
ICCV 2019.
[Github] [PDF]
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]
Tex2Shape: Detailed Full Human Body Geometry From a Single Image.
Thiemo Alldieck, Gerard Pons-Moll, Christian Theobalt, Marcus Magnor.
CVPR 2019. [PDF] [Github]
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]
360-Degree Textures of People in Clothing from a Single Image.
Verica Lazova, Eldar Insafutdinov, Gerard Pons-Moll.
3DV 2019. [PDF] [Project]
TexturePose: Supervising Human Mesh Estimation with Texture Consistency.
[PDF Georgios Pavlakos, Nikos Kolotouros, Kostas Daniilidis.
Project
Detailed Human Avatars from Monocular Video.
Thiemo Alldieck, Marcus Magnor, Weipeng Xu, Christian Theobalt, Gerard Pons-Moll.
3DV 2018. [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 2109. [PDF]
3D Reconstruction from a single image.
Oppo shared on ISMAR 2019.
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.
CVPE 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]
[Awesome Virtual Try-on (VTON)]
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.
arxiv 2021. [PDF]
CIT: Cloth Interactive Transformer for Virtual Try-On.
Bin Ren, Hao Tang, Fanyang Meng, Runwei Ding, Ling Shao, Philip H.S. Torr, Nicu Sebe.
arxiv 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]
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]
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]
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]
Fully Convolutional Graph Neural Networks for Parametric Virtual Try-On.
Raquel Vidaurre, Igor Santesteban, Elena Garces, Dan Casas.
ACM MM 2020. [PDF] [Project]
Learning Color Compatibility in Fashion Outfits.
Heming Zhang, Xuewen Yang, Jianchao Tan, Chi-Hao Wu, Jue Wang, C.-C. Jay Kuo.
arxiv 2020. [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]
Imitation Learning for Fashion Style Based on Hierarchical Multimodal Representation.
Shizhu Liu, Shanglin Yang, Hui Zhou.
arxiv 2020. [PDF]
LGVTON: A Landmark Guided Approach to Virtual Try-On.
Debapriya Roy, Sanchayan Santra, Bhabatosh Chanda.
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]
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]
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]
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]
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]
- 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]
- Fashionpedia. [Website]
- DeepFashion2 Dataset. [Website]
- DeepFashion Dataset. [Website]
- FashionGen. [Website]
- FashionAI. [Tianchi]
- TaobaoClothMatch. [Tianchi]
- Fashion-MNIST. [Fashion-MNIST]
- Fashion IQ. [Website]
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]
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]
- 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.
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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]
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THUmanDataset. THUman is a 3D real-world human model dataset containing approximately 7000 models.
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]