Cover Image

Once Is Enough: Lightweight DiT-Based Video Virtual Try-On via One-Time Garment Appearance Injection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Pan, Yanjie, He, Qingdong, Wang, Lidong, Peng, Bo, Chi, Mingmin
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

The devil is in the details: Enhancing Video Virtual Try-On via Keyframe-Driven Details Injection
by: He, Qingdong, et al.
Published: (2025)

FitDiT: Advancing the Authentic Garment Details for High-fidelity Virtual Try-on
by: Jiang, Boyuan, et al.
Published: (2024)

MagicTryOn: Harnessing Diffusion Transformer for Garment-Preserving Video Virtual Try-on
by: Li, Guangyuan, et al.
Published: (2025)

VITON-DiT: Learning In-the-Wild Video Try-On from Human Dance Videos via Diffusion Transformers
by: Zheng, Jun, et al.
Published: (2024)

DiT-VTON: Diffusion Transformer Framework for Unified Multi-Category Virtual Try-On and Virtual Try-All with Integrated Image Editing
by: Li, Qi, et al.
Published: (2025)

Real-Time Per-Garment Virtual Try-On with Temporal Consistency for Loose-Fitting Garments
by: Wu, Zaiqiang, et al.
Published: (2025)

DiVE: DiT-based Video Generation with Enhanced Control
by: Jiang, Junpeng, et al.
Published: (2024)

Improving Virtual Try-On with Garment-focused Diffusion Models
by: Wan, Siqi, et al.
Published: (2024)

OSV: One Step is Enough for High-Quality Image to Video Generation
by: Mao, Xiaofeng, et al.
Published: (2024)

PA-CLIP: Enhancing Zero-Shot Anomaly Detection through Pseudo-Anomaly Awareness
by: Pan, Yurui, et al.
Published: (2025)

M&M VTO: Multi-Garment Virtual Try-On and Editing
by: Zhu, Luyang, et al.
Published: (2024)

GO-MLVTON: Garment Occlusion-Aware Multi-Layer Virtual Try-On with Diffusion Models
by: Yu, Yang, et al.
Published: (2026)

SCL: Towards Domain Generalization via Single-Temporal Multimodal Contrastive Learning for Remote Sensing Change Detection
by: Du, Qiangang, et al.
Published: (2024)

Lumina-Video: Efficient and Flexible Video Generation with Multi-scale Next-DiT
by: Liu, Dongyang, et al.
Published: (2025)

DiT as Real-Time Rerenderer: Streaming Video Stylization with Autoregressive Diffusion Transformer
by: Lyu, Hengye, et al.
Published: (2026)

Rethinking Garment Conditioning in Diffusion-based Virtual Try-On
by: Na, Kihyun, et al.
Published: (2025)

Mamba-YOLO-World: Marrying YOLO-World with Mamba for Open-Vocabulary Detection
by: Wang, Haoxuan, et al.
Published: (2024)

PixelPonder: Dynamic Patch Adaptation for Enhanced Multi-Conditional Text-to-Image Generation
by: Pan, Yanjie, et al.
Published: (2025)

Pro-AD: Learning Comprehensive Prototypes with Prototype-based Constraint for Multi-class Unsupervised Anomaly Detection
by: Zhou, Ziqing, et al.
Published: (2025)

MGT: Extending Virtual Try-Off to Multi-Garment Scenarios
by: Velioglu, Riza, et al.
Published: (2025)

UniCombine: Unified Multi-Conditional Combination with Diffusion Transformer
by: Wang, Haoxuan, et al.
Published: (2025)

TryOffDiff: Virtual-Try-Off via High-Fidelity Garment Reconstruction using Diffusion Models
by: Velioglu, Riza, et al.
Published: (2024)

DiT360: High-Fidelity Panoramic Image Generation via Hybrid Training
by: Feng, Haoran, et al.
Published: (2025)

DiffFit: Disentangled Garment Warping and Texture Refinement for Virtual Try-On
by: Xu, Xiang
Published: (2025)

MM-Tracker: Motion Mamba with Margin Loss for UAV-platform Multiple Object Tracking
by: Yao, Mufeng, et al.
Published: (2024)

S2DiT: Sandwich Diffusion Transformer for Mobile Streaming Video Generation
by: Zhao, Lin, et al.
Published: (2026)

MuGa-VTON: Multi-Garment Virtual Try-On via Diffusion Transformers with Prompt Customization
by: Deria, Ankan, et al.
Published: (2025)

MiM-DiT: MoE in MoE with Diffusion Transformers for All-in-One Image Restoration
by: Kong, Lingshun, et al.
Published: (2026)

MaterialPicker: Multi-Modal DiT-Based Material Generation
by: Ma, Xiaohe, et al.
Published: (2024)

Insert Anything: Image Insertion via In-Context Editing in DiT
by: Song, Wensong, et al.
Published: (2025)

What Semantics Survive the Connector? Diagnosing VLM-to-DiT Alignment in Video Editing
by: Lin, Hangyu, et al.
Published: (2026)

Reflect-DiT: Inference-Time Scaling for Text-to-Image Diffusion Transformers via In-Context Reflection
by: Li, Shufan, et al.
Published: (2025)

Unveiling Redundancy in Diffusion Transformers (DiTs): A Systematic Study
by: Sun, Xibo, et al.
Published: (2024)

Cosh-DiT: Co-Speech Gesture Video Synthesis via Hybrid Audio-Visual Diffusion Transformers
by: Sun, Yasheng, et al.
Published: (2025)

A Novel Garment Transfer Method Supervised by Distilled Knowledge of Virtual Try-on Model
by: Fang, Naiyu, et al.
Published: (2024)

What Matters in Virtual Try-Off? Dual-UNet Diffusion Model For Garment Reconstruction
by: Truong, Loc-Phat, et al.
Published: (2026)

DirectTryOn: One-Step Virtual Try-On via Straightened Conditional Transport
by: Sun, Xianbing, et al.
Published: (2026)

GenMask: Adapting DiT for Segmentation via Direct Mask Generation
by: Yang, Yuhuan, et al.
Published: (2026)

Mask$^2$DiT: Dual Mask-based Diffusion Transformer for Multi-Scene Long Video Generation
by: Qi, Tianhao, et al.
Published: (2025)

AV-DiT: Efficient Audio-Visual Diffusion Transformer for Joint Audio and Video Generation
by: Wang, Kai, et al.
Published: (2024)