Clothe and Pose
Nakul Sharma, Aayush Bansal, Minh Vo
Abstract
We present Clothe-and-Pose, an image generation and editing method that enables a user to try-on different clothes and allows them to pose as they desire. Our method inputs a single user image, garment image and example pose, and outputs the user wearing the target garment in desired pose. In this work, we also introduce an evaluation setup for clothing and posing tasks. Our study spans across a wide variety of garments, including athletic wear, bottoms, dresses, innerwear and swimwear, and a diverse set of poses. Finally, we demonstrate the capability of our model to do general human editing in real-world captures, as well as artificially generated images.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 23015130-acd4-4e43-b051-a1ff321001cbBuilds on29
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- SDXL: Improving Latent Diffusion Models for High-Resolution Image SynthesisDustin Podell, Zion English, Kyle Lacey, Andreas Blattmann et al.ICLR 2024 · 4,569 citations
- Scaling Rectified Flow Transformers for High-Resolution Image SynthesisPatrick Esser, Sumith Kulal, Andreas Blattmann, Rahim Entezari et al.ICML 2024 · 3,620 citations
- ViTPose: Simple Vision Transformer Baselines for Human Pose EstimationYufei Xu, Jing Zhang, Qiming Zhang, Dacheng TaoNeurIPS 2022 · 1,105 citations
Related papers
- Disentangled Pose and Appearance Guidance for Multi-Pose GenerationTengfei Xiao, Yue Wu, Yuelong Li, Can Qin et al.CVPR 2025
- SMPLicit: Topology-Aware Generative Model for Clothed PeopleEnric Corona, Albert Pumarola, Guillem Alenyà, Gerard Pons-Moll et al.CVPR 2021
- Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit EditingAiyu Cui, Daniel McKee, Svetlana LazebnikICCV 2021 · 110 citations
- Learning to Dress 3D People in Generative ClothingQianli Ma, Jinlong Yang, Anurag Ranjan, Sergi Pujades et al.CVPR 2020
- ClothFlow: A Flow-Based Model for Clothed Person GenerationXintong Han, Weilin Huang, Xiaojun Hu, Matthew R. ScottICCV 2019 · 297 citations
