Virtual Try-on

23 papers with code • 3 benchmarks • 6 datasets

Virtual try-on of clothing or other items such as glasses and makeup. Most recent techniques use Generative Adversarial Networks.

Latest papers with code

Cloth Interactive Transformer for Virtual Try-On

Amazingren/CIT 12 Apr 2021

2D image-based virtual try-on has attracted increased attention from the multimedia and computer vision communities.

Virtual Try-on

29
12 Apr 2021

Lipstick ain't enough: Beyond Color Matching for In-the-Wild Makeup Transfer

VinAIResearch/CPM CVPR 2021

However, existing works overlooked the latter components and confined makeup transfer to color manipulation, focusing only on light makeup styles.

Facial Makeup Transfer Style Transfer +1

101
05 Apr 2021

VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalization

shadow2496/VITON-HD CVPR 2021

The task of image-based virtual try-on aims to transfer a target clothing item onto the corresponding region of a person, which is commonly tackled by fitting the item to the desired body part and fusing the warped item with the person.

Virtual Try-on

63
31 Mar 2021

Disentangled Cycle Consistency for Highly-realistic Virtual Try-On

ChongjianGE/DCTON CVPR 2021

To this end, DCTON can be naturally trained in a self-supervised manner following cycle consistency learning.

Virtual Try-on

44
17 Mar 2021

Parser-Free Virtual Try-on via Distilling Appearance Flows

geyuying/PF-AFN CVPR 2021

A recent pioneering work employed knowledge distillation to reduce the dependency of human parsing, where the try-on images produced by a parser-based method are used as supervisions to train a "student" network without relying on segmentation, making the student mimic the try-on ability of the parser-based model.

Human Parsing Knowledge Distillation +1

231
08 Mar 2021

ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-on

andrewjong/ShineOn-Virtual-Tryon 18 Dec 2020

We build a series of scientific experiments to isolate effective design choices in video synthesis for virtual clothing try-on.

Neural Rendering Virtual Try-on

55
18 Dec 2020

CP-VTON+: Clothing Shape and Texture Preserving Image-Based Virtual Try-On

minar09/cp-vton-plus CVPRW 2020

Recently proposed Image-based virtual try-on (VTON) approaches have several challenges regarding diverse human poses and cloth styles.

Virtual Try-on

125
10 Jun 2020

Towards Photo-Realistic Virtual Try-On by Adaptively Generating-Preserving Image Content

switchablenorms/DeepFashion_Try_On CVPR 2020

Second, a clothes warping module warps clothes image according to the generated semantic layout, where a second-order difference constraint is introduced to stabilize the warping process during training. Third, an inpainting module for content fusion integrates all information (e. g. reference image, semantic layout, warped clothes) to adaptively produce each semantic part of human body.

Semantic Segmentation Virtual Try-on

414
01 Jun 2020

Image Based Virtual Try-On Network From Unpaired Data

trinanjan12/Image-Based-Virtual-Try-on-Network-from-Unpaired-Data CVPR 2020

Secondly, it can synthesize images of multiple garments composed into a single, coherent outfit; and it enables control of the type of garments rendered in the final outfit.

Virtual Try-on

38
01 Jun 2020

Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Images

AemikaChow/DATASOURCE ECCV 2020

High-fidelity clothing reconstruction is the key to achieving photorealism in a wide range of applications including human digitization, virtual try-on, etc.

Virtual Try-on

30
28 Mar 2020