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Recent advances in large models have significantly advanced image-to-3D reconstruction. However, the generated models are often fused into a single piece, limiting their applicability in downstream tasks. This paper focuses on 3D garment…

计算机视觉与模式识别 · 计算机科学 2025-05-22 Xuan Li , Chang Yu , Wenxin Du , Ying Jiang , Tianyi Xie , Yunuo Chen , Yin Yang , Chenfanfu Jiang

The problem of text-guided image generation is a complex task in Computer Vision, with various applications, including creating visually appealing artwork and realistic product images. One popular solution widely used for this task is the…

计算机视觉与模式识别 · 计算机科学 2023-04-04 Halil Faruk Karagoz , Gulcin Baykal , Irem Arikan Eksi , Gozde Unal

Fashion recommendation has witnessed a phenomenal growth of research, particularly in the domains of shop-the-look, contextaware outfit creation, personalizing outfit creation etc. Majority of the work in this area focuses on better…

Garment sewing patterns are the design language behind clothing, yet their current vector-based digital representations weren't built with machine learning in mind. Vector-based representation encodes a sewing pattern as a discrete set of…

图形学 · 计算机科学 2025-05-07 Yuki Tatsukawa , Anran Qi , I-Chao Shen , Takeo Igarashi

Recent advances in garment-centric image generation from text and image prompts based on diffusion models are impressive. However, existing methods lack support for various combinations of attire, and struggle to preserve the garment…

计算机视觉与模式识别 · 计算机科学 2025-01-07 Xinghui Li , Qichao Sun , Pengze Zhang , Fulong Ye , Zhichao Liao , Wanquan Feng , Songtao Zhao , Qian He

In recent years, there has been a significant shift in the field of digital avatar research, towards modeling, animating and reconstructing clothed human representations, as a key step towards creating realistic avatars. However, current 3D…

计算机视觉与模式识别 · 计算机科学 2024-04-04 Jiali Zheng , Rolandos Alexandros Potamias , Stefanos Zafeiriou

Realistic and efficient 3D garment generation remains a longstanding challenge in computer vision and digital fashion. Existing methods typically rely on large vision- language models to produce serialized representations of 2D sewing…

计算机视觉与模式识别 · 计算机科学 2026-03-20 Phuc Pham , Uy Dieu Tran , Binh-Son Hua , Phong Nguyen

We present FashionEngine, an interactive 3D human generation and editing system that creates 3D digital humans via user-friendly multimodal controls such as natural languages, visual perceptions, and hand-drawing sketches. FashionEngine…

计算机视觉与模式识别 · 计算机科学 2024-05-21 Tao Hu , Fangzhou Hong , Zhaoxi Chen , Ziwei Liu

We present BootComp, a novel framework based on text-to-image diffusion models for controllable human image generation with multiple reference garments. Here, the main bottleneck is data acquisition for training: collecting a large-scale…

计算机视觉与模式识别 · 计算机科学 2025-04-02 Yisol Choi , Sangkyung Kwak , Sihyun Yu , Hyungwon Choi , Jinwoo Shin

This paper addresses the task of 3D clothed human generation from textural descriptions. Previous works usually encode the human body and clothes as a holistic model and generate the whole model in a single-stage optimization, which makes…

计算机视觉与模式识别 · 计算机科学 2024-04-26 Junting Dong , Qi Fang , Zehuan Huang , Xudong Xu , Jingbo Wang , Sida Peng , Bo Dai

Designing real and virtual garments is becoming extremely demanding with rapidly changing fashion trends and increasing need for synthesizing realistic dressed digital humans for various applications. This necessitates creating simple and…

图形学 · 计算机科学 2018-07-17 Tuanfeng Y. Wang , Duygu Ceylan , Jovan Popovic , Niloy J. Mitra

We introduce ChatGarment, a novel approach that leverages large vision-language models (VLMs) to automate the estimation, generation, and editing of 3D garments from images or text descriptions. Unlike previous methods that struggle in…

计算机视觉与模式识别 · 计算机科学 2025-04-04 Siyuan Bian , Chenghao Xu , Yuliang Xiu , Artur Grigorev , Zhen Liu , Cewu Lu , Michael J. Black , Yao Feng

RGB cloth generation has been deeply studied in the related literature, however, 3D garment generation remains an open problem. In this paper, we build a conditional variational autoencoder for 3D garment generation and draping. We propose…

计算机视觉与模式识别 · 计算机科学 2024-01-17 Hunor Laczkó , Meysam Madadi , Sergio Escalera , Jordi Gonzalez

Realistic dynamic garments on animated characters have many AR/VR applications. While authoring such dynamic garment geometry is still a challenging task, data-driven simulation provides an attractive alternative, especially if it can be…

计算机视觉与模式识别 · 计算机科学 2022-09-26 Meng Zhang , Duygu Ceylan , Niloy J. Mitra

Diffusion models for garment-centric human generation from text or image prompts have garnered emerging attention for their great application potential. However, existing methods often face a dilemma: lightweight approaches, such as…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Ente Lin , Xujie Zhang , Fuwei Zhao , Yuxuan Luo , Xin Dong , Long Zeng , Xiaodan Liang

Existing approaches for 3D garment reconstruction either assume a predefined template for the garment geometry (restricting them to fixed clothing styles) or yield vertex colored meshes (lacking high-frequency textural details). Our novel…

计算机视觉与模式识别 · 计算机科学 2022-08-30 Astitva Srivastava , Chandradeep Pokhariya , Sai Sagar Jinka , Avinash Sharma

3D human modeling has been widely used for engaging interaction in gaming, film, and animation. The customization of these characters is crucial for creativity and scalability, which highlights the importance of controllability. In this…

计算机视觉与模式识别 · 计算机科学 2023-10-23 Tsu-Jui Fu , Wenhan Xiong , Yixin Nie , Jingyu Liu , Barlas Oğuz , William Yang Wang

Practical garment design spans two modes: intuitive creation from high-level intent, such as a reference image or text description, and complex low-level editing across 2D sewing patterns and 3D draped geometry, which requires professional…

图形学 · 计算机科学 2026-05-28 Kiyohiro Nakayama , I-Chao Shen , Ruofan Liu , Yiming Wang , Gordon Wetzstein , Takeo Igarashi

Generating high-fidelity, 3D-consistent garment textures remains a challenging problem due to the inherent complexities of garment structures and the stringent requirement for detailed, globally consistent texture synthesis. Existing…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Jinbo Wu , Xiaobo Gao , Xing Liu , Chen Zhao , Jialun Liu

This paper introduces Multi-Garment Customized Model Generation, a unified framework based on Latent Diffusion Models (LDMs) aimed at addressing the unexplored task of synthesizing images with free combinations of multiple pieces of…

计算机视觉与模式识别 · 计算机科学 2024-08-12 Yichen Liu , Penghui Du , Yi Liu Quanwei Zhang