🕶️ Cool-GenAI-Fashion-Papers

🧢🕶️🥼👖👟🧳 A curated list of cool resources about GenAI-Fashion, including 📝papers, 👀workshops, 🚀companies & products, ...

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Table Of Content

The structure of the category follows fAshIon after fashion: A Report of AI in Fashion

• 📝Papers

Type	Category
Overview	-
Evaluation	-
Basic Tech	Vision Language
Basic Tech	Parsing
Basic Tech	Segmentation, Recognition
Basic Tech	Detection
Basic Tech	Pose Estimation, Tracking
Selling	Retrieval
Selling	Selling Agent
Selling	Video Generation
Styling	Compatibility Learning
Styling	Outfit Recommendation
Design	Fashion Design Synthesis
Design	Try-On
Design	Editing
Design	Design Agent
Design	3D Synthesis
Design	4D Synthesis
Buying	Trend Analysis
Buying	Knowledge Extraction

graph LR
  GenAIFashion[GenAI-Fashion]
  GenAIFashion --> Overview[Overview]
  GenAIFashion --> Evaluation[Evaluation]
  GenAIFashion --> BasicTech[Basic Tech]
  GenAIFashion --> Selling[Selling]
  GenAIFashion --> Styling[Styling]
  GenAIFashion --> Design[Design]
  GenAIFashion --> Buying[Buying]

  BasicTech --> VisionLanguage[Vision Language]
  BasicTech --> Parsing[Parsing]
  BasicTech --> SegmentationRecognition[Segmentation, Recognition]
  BasicTech --> Detection[Detection]
  BasicTech --> PoseEstimationTracking[Pose Estimation, Tracking] 

  Selling --> Retrieval[Retrieval]
  Selling --> SellingAgent[Selling Agent]
  Selling --> VideoGeneration[Video Generation]

  Styling --> CompatibilityLearning[Compatibility Learning]
  Styling --> OutfitRecommendation[Outfit Recommendation]

  Design --> FashionDesignSynthesis[Fashion Design Synthesis]
  Design --> TryOn[Try-On]
  Design --> Editing[Editing]
  Design --> DesignAgent[Design Agent]
  Design --> 3DSynthesis[3D Synthesis]
  Design --> 4DSynthesis[4D Synthesis]
  
  Buying --> TrendAnalysis[Trend Analysis]
  Buying --> KnowledgeExtraction[Knowledge Extraction]
  

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• 👀Workshops
• 🚀Companies, Products
• Researchers
• Industry Reports
• Other FashionAI Resources
• Other GenAI Resources

📝Papers

Overview

Summary developments of technology

Title	Publication	Paper	Type	Region
A Comparative Study of Garment Draping Techniques	Preprint 2024	paper	Overview	India
A Survey of Artificial Intelligence in Fashion	IEEE Signal Process. Mag. 2023	paper	Overview	Taiwan (China)
AI Assisted Fashion Design: A Review	IEEE Access	paper	Fashion Design	China
Computational Technologies for Fashion Recommendation: A Survey	ACM Comput. Surv.	paper	Fashion Recommendation	Hong Kong (China)
A Review of Modern Fashion Recommender Systems	ACM Comput. Surv.	paper	Fashion Recommendation	Italy
A survey on Fashion Image Retrieval	ACM Comput. Surv.	paper	Fashion Retrieval	India
Appearance and Pose-Guided Human Generation: A Survey	ACM Comput. Surv.	paper	Fashion Generation	Hong Kong (China)
Analytics Applications in Fashion Supply Chain Management—A Review of Literature and Practice	IEEE Trans Eng Manag	paper	Fashion Supply Chain	Germany
Deep Learning Approaches for Fashion Knowledge Extraction From Social Media: A Review.	IEEE Access 2022	paper	Fashion Knowledge Extraction	Italy
Defining digital fashion: Reshaping the field via a systematic review	Comput. Hum. Behav. 2022	paper	Digital Fashion	South Korea
A Review of AI (Artificial Intelligence) Tools and Customer Experience in Online Fashion Retail	Int. J. E Bus. Res. 2022	paper	Fashion Retail	India
Fashion Meets Computer Vision: A Survey.	ACM Comput. Surv. 2021	paper	Overview	Taiwan (China)
Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industry	Preprint 2021	paper	Overview	Iran
fAshIon after fashion: A Report of AI in Fashion	Preprint 2021	paper	Overview	Hong Kong(China)
Aesthetics, Personalization and Recommendation: A survey on Deep Learning in Fashion	Preprint 2021	paper	Overview	China
Fashion Recommendation Systems, Models and Methods: A Review	Informatics 2021	paper	Fashion Recommendation	USA
A Detailed Review of Artificial Intelligence Applied in the Fashion and Apparel Industry	IEEE Access 2019	paper	Overview	France
An Overview of Image Recognition and Retrieval of Clothing items	RICE 2018	paper	Fashion Retrieval	India
When Multimedia Meets Fashion	IEEE MultiMedia 2018	paper	Overview	China
Fashion Analysis: Current Techniques and Future Directions	IEEE MultiMedia 2014	paper	Overview	Singapore

Evaluation

Evaluation protocols for specific tasks

Title	Publication	Paper	Link	Region
How Good Is Aesthetic Ability of a Fashion Model?	CVPR 2022	paper	dataset	Hong Kong (China)
An Evaluation of Artificial Intelligence Components in E-Commerce Fashion Platforms	WorldCIST 2022	paper	-	Portugal
Where are my clothes? A multi-level approach for evaluating deep instance segmentation architectures on fashion images	CVPRW 2021	paper	-	France
Assessing Fashion Recommendations: A Multifaceted Offline Evaluation Approach	recsysXfashion 2019	paper	-	USA

Basic Tech

Understanding of fashion images

Vision Language

Model	Title	Publication	Paper	Link	Region
SyncMask	SyncMask: Synchronized Attentional Masking for Fashion-centric Vision-Language Pretraining	CVPR 2024	paper	-	South Korea
FAME-ViL	FAME-ViL: Multi-Tasking Vision-Language Model for Heterogeneous Fashion Tasks	CVPR 2023	->	project	UK
FashionSAP	FashionSAP: Symbols and Attributes Prompt for Fine-grained Fashion Vision-Language Pre-training	CVPR 2023	->	project	China
MVLT	Masked Vision-language Transformer in Fashion	MIR 2023	paper	-	China
OpenFashionCLIP	OpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion Data	ICIAP 2023	->	project	Italy
-	A fine-grained vision and language representation framework with graph-based fashion semantic knowledge	CAD/Graphics 2023	paper	-	China
FashionCLIP	Contrastive language and vision learning of general fashion concepts	Scientific Reports (2022)	paper	code	Canada
FashionViL	Fashion-Focused Vision-and-Language Representation Learning	ECCV 2022	->	project	UK
Kaleido-BERT	Kaleido-BERT: Vision-Language Pre-Training on Fashion Domain	CVPR 2021	paper	-	China

Parsing

Model	Title	Publication	Paper	Link	Region
OMNet	OMNet: Outfit Memory Net for clothing parsing	IJCST 2023	paper	-	China
UAM-Net	Unabridged adjacent modulation for clothing parsing	PR 2022	paper	code	China
-	Feature fusion network for clothing parsing	IJMLC 2022	paper	-	China
CCFNet	CCFNet: Cross-Complementary fusion network for RGB-D scene parsing of clothing images	JVCI 2022	paper	-	China
-	Describe Me If You Can! Characterized Instance-Level Human Parsing	ICIP 2021	paper	-	France
-	Progressive One-shot Human Parsing	AAAI 2021	paper	-	Sydney
SIZER	SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing	ECCV 2020	paper	project	Germany
-	Hierarchical Human Parsing With Typed Part-Relation Reasoning	CVPR 2020	paper	code	Switzerland
-	Fine-Grained Garment Parsing: A Body Generation Approach	ICME 2020	paper	-	China
SP-FEN	Superpixels Features Extractor Network (SP-FEN) for Clothing Parsing Enhancement	NPL 2020	paper	-	Malaysia
Look into Person	Look into Person: Joint Body Parsing & Pose Estimation Network and a New Benchmark	TPAMI 2019	paper	-	China
-	Holistic, Instance-Level Human Parsing	BMVC 2017	paper	-	UK
-	Looking at Outfit to Parse Clothing	Preprint 2017	paper	-	Japan
-	Surveillance Video Parsing With Single Frame Supervision	CVPR 2017	paper	-	China
-	Enhanced Reweighted MRFs for Efficient Fashion Image Parsing	TOMM 2016	paper	-	Canada
-	Clothes Co-Parsing Via Joint Image Segmentation and Labeling With Application to Clothing Retrieval	TMM 2016	paper	-	China
-	Parsing Based on Parselets: A Unified Deformable Mixture Model for Human Parsing	TPAMI 2015	paper	-	Singapore
-	Retrieving Similar Styles to Parse Clothing	TPAMI 2014	paper	-	Japan
-	Fashion Parsing with Video Context	MM 2014	paper	-	Singapore
-	Paper Doll Parsing: Retrieving Similar Styles to Parse Clothing Items	ICCV 2013	paper	-	USA
-	Fashion Parsing With Weak Color-Category Labels	TMM 2013	paper	-	Singapore
-	Parsing clothing in fashion photographs	CVPR 2012	paper	-	USA

Segmentation, Recognition

Model	Title	Publication	Paper	Link	Region
-	DETR-based Layered Clothing Segmentation and Fine-Grained Attribute Recognition	CVPRW 2023	paper	-	Hong Kong (China)
Fashionformer	Fashionformer: A Simple, Effective and Unified Baseline for Human Fashion Segmentation and Recognition	ECCV 2022	->	project	China
Fashionpedia	Fashionpedia: Ontology, Segmentation, and an Attribute Localization Dataset	ECCV 2020	paper	-	USA
-	Segmentation task for fashion and apparel	Preprint 2020	paper	-	USA
-	Joint Multi-Person Pose Estimation and Semantic Part Segmentation	CVPR 2017	paper	-	USA
DeepFashion	DeepFashion: Powering Robust Clothes Recognition and Retrieval with Rich Annotations	CVPR 2016	paper	-	Hong Kong(China)
-	Who Blocks Who: Simultaneous clothing segmentation for grouping images	ICCV 2011	paper	-	China

Detection

Model	Title	Publication	Paper	Link	Region
-	Improving apparel detection with category grouping and multi-grained branches	Multimedia Tools and Applications 2022	paper	-	USA
CoRe	CoRe: Color Regression for Multicolor Fashion Garments	CVPRW 2022	paper	-	France
-	Fashion landmark detection and category classification for robotics	ICARSC 2020	paper	-	Switzerland
-	Aggregation and Finetuning for Clothes Landmark Detection	Preprint 2020	paper	code	China
-	Spatial-aware non-local attention for fashion landmark detection	ICME 2019	paper	-	China
-	Layout-Graph Reasoning for Fashion Landmark Detection	CVPR 2019	paper	-	China
DeepFashion2	DeepFashion2: A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing Images	CVPR 2019	paper	-	China
-	A global-local embedding module for fashion landmark detection	ICCVW 2019	paper	-	Korea
-	Unconstrained Fashion Landmark Detection via Hierarchical Recurrent Transformer Networks	MM 2017	paper	-	Hong Kong (China)
-	Fashion Landmark Detection in the Wild	ECCV 2016	paper	-	Hong Kong(China)

Pose Estimation, Tracking

Model	Title	Publication	Paper	Link	Region
GarmentTracking	GarmentTracking: Category-Level Garment Pose Tracking	CVPR 2023	->	project	China
GarmentNets	GarmentNets: Category-Level Pose Estimation for Garments via Canonical Space Shape Completion	ICCV 2021	->	project	USA

Selling

Online selling

Retrieval

Model	Title	Publication	Paper	Link	Region
M3-Net	Learning Attribute and Class-Specific Representation Duet for Fine-grained Fashion Analysis	CVPR 2023	paper	-	USA
-	Dynamic Network for Language-based Fashion Retrieval	MMIR ’23 (MM 2023 workshop)	paper	-	China
MODC	Fine-grained Fashion Representation Learning by Online Deep Clustering	ECCV 2022	paper	-	USA
FashionVLP	FashionVLP: Vision Language Transformer for Fashion Retrieval with Feedback	CVPR 2022	paper	-	USA
EI-CLIP	EI-CLIP: Entity-aware Interventional Contrastive Learning for E-commerce Cross-modal Retrieval	CVPR 2022	paper	-	USA
DAtRNet	DAtRNet: Disentangling Fashion Attribute Embedding for Substitute Item Retrieval	CVPRW 2022	paper	-	India
UIGR	UIGR: Unified Interactive Garment Retrieval	CVPRW 2022	paper	code	UK
CIRPLANT	Image Retrieval on Real-Life Images With Pre-Trained Vision-and-Language Models	ICCV 2021	paper	-	Australia
Fashion IQ	Fashion IQ: A New Dataset Towards Retrieving Images by Natural Language Feedback	CVPR 2021	paper	-	USA
-	Interpretable Multimodal Retrieval for Fashion Products	MM 2018	paper	-	Singapore
DARN	Cross-Domain Image Retrieval with a Dual Attribute-Aware Ranking Network	ICCV 2015	paper	-	Singapore

Selling Agent

Model	Title	Publication	Paper	Link	Region
Fashion-GPT	Fashion-GPT: Integrating LLMs with Fashion Retrieval System	LGM3A '23 (MM 2023 workshop)	paper	-	Singapore
FashionVQA	FashionVQA: A Domain-Specific Visual Question Answering System	CVPRW 2023)	paper	-	USA
VSE	Fashion-Specific Ambiguous Expression Interpretation with Partial Visual-Semantic Embedding	CVPRW 2023)	paper	-	Japan
-	A Conversational Shopping Assistant for Online Virtual Stores	MM 2022	paper	-	Portugal

Video Generation

Model	Title	Publication	Paper	Link	Region
GPT4Motion	GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning	Preprint 2023	->	project	China
Animate Anyone	Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animation	Preprint 2023	->	project	China
wFlow	Dressing in the Wild by Watching Dance Videos	CVPR 2022	->	project	China
ClothFormer	ClothFormer: Taming Video Virtual Try-on in All Module	CVPR 2022	->	project	China

Styling

Personal Styling

Compatibility Learning

Model	Title	Publication	Paper	Link	Region
FCBoost-Net	FCBoost-Net: A Generative Network for Synthesizing Multiple Collocated Outfits via Fashion Compatibility Boosting	MM 2023	paper	-	China

Outfit Recommendation

Model	Title	Publication	Paper	Link	Region
CP-TransMatch	Modeling Multi-Relational Connectivity for Personalized Fashion Matching	MM 2023	paper	-	Hong Kong (China)
SHIFT15M	SHIFT15M: Fashion-specific dataset for set-to-set matching with several distribution shifts	CVPRW 2023)	paper	code	Japan
BiHGH	Bi-directional Heterogeneous Graph Hashing towards Efficient Outfit Recommendation	MM 2022	paper	-	Australia
OutfitTransformer	OutfitTransformer: Outfit Representations for Fashion Recommendation	CVPRW 2022	paper	-	USA
OutfitGAN	OutfitGAN: Learning Compatible Items for Generative Fashion Outfits	CVPRW 2022	paper	-	USA
GradREC	“Does it come in black?” CLIP-like models are zero-shot recommenders	ECNLP 5(ACL 2022 workshop)	paper	code	Milan

Design

Fashion Design Synthesis

Model	Title	Publication	Paper	Link	Region
StyleMe	StyleMe: Towards Intelligent Fashion Generation with Designer Style	CHI 2023	paper	code	China
generative.fashion	Fashioning the Future: Unlocking the Creative Potential of Deep Generative Models for Design Space Exploration	CHI EA 2023	paper	project	Switzerland
AI Archive	Generative AI for Concept Creation in Footwear Design	INVITED-TALK (SIGGRAPH 2023)	paper	-	Germany
UnitedHuman	UnitedHuman: Harnessing Multi-Source Data for High-Resolution Human Generation	ICCV 2023	->	project	China
FreeDoM	FreeDoM: Training-Free Energy-Guided Conditional Diffusion Model	ICCV 2023	paper	code	China
BoxDiff	BoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained Diffusion	ICCV 2023	paper	code	Singapore
ControlNet	Adding Conditional Control to Text-to-Image Diffusion Models	ICCV2023	paper	code	USA
PromptStyler	PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization	ICCV 2023	->	project	South Korea
Diffusart	Diffusart: Enhancing Line Art Colorization with Conditional Diffusion Models	CVPRW 2023	paper	-	France
Gatha	Gatha: Relational Loss for enhancing text-based style transfer	CVPRW 2023	paper	-	USA
DiffFashion	Image Reference-guided Fashion Design with Structure-aware Transfer by Diffusion Models	CVPRW 2023	paper	code	China
VectorFusion	VectorFusion: Text-to-SVG by Abstracting Pixel-Based Diffusion Models	CVPR 2023	->	project, unofficial code	USA
DiffSketcher	DiffSketcher: Text Guided Vector Sketch Synthesis through Latent Diffusion Models	NIPS 2023	->	project	China
SGDiff	SGDiff: A Style Guided Diffusion Model for Fashion Synthesis	MM 2023	paper	code	Hong Kong (China)
FashionDiff	FashionDiff: A Controllable Diffusion Model Using Pairwise Fashion Elements for Intelligent Design	MM 2023	paper	-	China
InspirNET	InspirNET: An Unsupervised Generative Adversarial Network with Controllable Fine-grained Texture Disentanglement for Fashion Generation	MM 2023	paper	-	China
-	Toward Intelligent Interactive Design: A Generation Framework Based on Cross-domain Fashion Elements	MM 2023	paper	-	China
-	Normal-guided Garment UV Prediction for Human Re-texturing	CVPR 2023	paper	-	USA
TemporalUV	TemporalUV: Capturing Loose Clothing with Temporally Coherent UV Coordinates	CVPR 2022	paper	-	Germany
ARMANI	ARMANI: Part-level Garment-Text Alignment for Unified Cross-Modal Fashion Design	MM 2022	paper	-	China
AI Carpet	AI Carpet: Automatic Generation of Aesthetic Carpet Pattern	MM 2022	paper	-	China
Wearable ImageNet	Wearable ImageNet: Synthesizing Tileable Textures via Dataset Distillation	CVPRW 2022	paper	project	USA
Rank in Style	Rank in Style: A Ranking-based Approach to Find Interpretable Directions	CVPRW 2022	paper	-	Turkey

Try-On

Model	Title	Publication	Paper	Link	Region
FashionTex	FashionTex: Controllable Virtual Try-on with Text and Texture.	SIGGRAPH 2023	paper	code	China
FreqHPT	FreqHPT: Frequency-aware attention and flow fusion for Human Pose Transfer	CVPRW 2023)	paper	-	China
SAL-VTON	Linking Garment with Person via Semantically Associated Landmarks for Virtual Try-On	CVPR 2023	paper	project	China
TryOnDiffusion	TryOnDiffusion: A Tale of Two UNets	CVPR 2023	->	project	USA
GP-VTON	GP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing Learning	CVPR 2023	->	project	China
LaDI-VTON	LaDI-VTON:Latent Diffusion Textual-Inversion Enhanced Virtual Try-On	MM 2023	paper	code	Italy
DCI-VTON	Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flow	MM 2023	paper	code	China
PG-VTON	PG-VTON: A Novel Image-Based Virtual Try-On Method via Progressive Inference Paradigm	TMM 2023	paper	code	China
DOC-VTON	OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided Mixup	TMM 2023	paper	code	China
StableVITON	StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On	Preprint 2023	->	project	South Korea
-	A High-resolution Image-based Virtual Try-on System in Taobao E-commerce Scenario	MM 2022	paper	-	China
GT-MUST	GT-MUST: Gated Try-on by Learning the Mannequin-Specific Transformation	MM 2022	paper	-	China
PL-VTON	Progressive Limb-Aware Virtual Try-On	MM 2022	paper	-	China
Dress Code	Dress Code: High-Resolution Multi-Category Virtual Try-On	CVPRW 2022	paper	project	Italy
DBCT	Dual-Branch Collaborative Transformer for Virtual Try-On	CVPRW 2022	paper	-	Italy
DP-VTON	Towards Detailed Characteristic-Preserving Virtual Try-On	CVPRW 2022	paper	-	South Korea
Flow-Style-VTON	Style-Based Global Appearance Flow for Virtual Try-On	CVPR 2022	->	project	UK
RT-VTON	Full-Range Virtual Try-On with Recurrent Tri-Level Transform	CVPR 2022	->	project	China, Singapore
DGP	Weakly Supervised High-Fidelity Clothing Model Generation	CVPR 2022	paper	-	China

Editing

Model	Title	Publication	Paper	Link	Region
Patternshop	Patternshop: Editing Point Patterns by Image Manipulation	SIGGRAPH 2023	->	project	Germany
MGD	Multimodal Garment Designer: Human-Centric Latent Diffusion Models for Fashion Image Editing	ICCV 2023	paper	code	Italy
EditAnything	EditAnything: Empowering Unparalleled Flexibility in Image Editing and Generation	MM 2023	paper	project	China
SketchEdit	SketchEdit: Mask-Free Local Image Manipulation with Partial Sketches	CVPR 2022	->	project	USA

Design Agent

Model	Title	Publication	Paper	Link	Region
FashionMatrix	Fashion Matrix: Editing Photos by Just Talking	Preprint 2023	->	project	China

3D Synthesis

Model	Title	Publication	Paper	Link	Region
Garment3DGen	Garment3DGen: 3D Garment Stylization and Texture Generation	arXiv 2024	->	project	USA
En3D	En3D: An Enhanced Generative Model for Sculpting 3D Humans from 2D Synthetic Data	Preprint 2024	->	project	China
SewFormer	Towards Garment Sewing Pattern Reconstruction from a Single Image	TOG (SIGGRAPH Asia 2023)	->	project	Singapore
GTA	Global-correlated 3D-decoupling Transformer for Clothed Avatar Reconstruction	NIPS 2023	->	project	China
SeSDF	SeSDF: Self-evolved Signed Distance Field for Implicit 3D Clothed Human Reconstruction	CVPR 2023	paper	-	Hong Kong (China)
SoY	Shape of You: Precise 3D shape estimations for diverse body types	CVPRW 2023)	paper	-	USA
KBody	KBody: Balanced monocular whole-body estimation	CVPRW 2023)	paper	project	USA
CAR	High-Fidelity Clothed Avatar Reconstruction from a Single Image	CVPR 2023	->	project	China
DIFu	DIFu: Depth-Guided Implicit Function for Clothed Human Reconstruction	CVPR 2023	->	project	South Korea
NeuralUDF	NeuralUDF: Learning Unsigned Distance Fields for Multi-view Reconstruction of Surfaces with Arbitrary Topologies	CVPR 2023	->	project	Hong Kong (China)
REC-MV	REC-MV: REconstructing 3D Dynamic Cloth from Monocular Videos	CVPR 2023	->	project	China
Get3DHuman	Get3DHuman: Lifting StyleGAN-Human into a 3D Generative Model using Pixel-aligned Reconstruction Priors	ICCV2023	->	project	China
HairStep	HairStep: Transfer Synthetic to Real Using Strand and Depth Maps for Single-View 3D Hair Modeling	CVPR 2023	->	project	China
ECON	ECON: Explicit Clothed humans Optimized via Normal integration	CVPR 2023	->	project	Germany
DrapeNet	DrapeNet: Garment Generation and Self-Supervised Draping	CVPR 2023	->	project	Switzerland
AnchorDEF	Learning Anchor Transformations for 3D Garment Animation	CVPR 2023	->	project	China
CloSET	CloSET: Modeling Clothed Humans on Continuous Surface with Explicit Template Decomposition	CVPR 2023	->	project	China
-	Clothed Human Performance Capture with a Double-layer Neural Radiance Fields	CVPR 2023	paper	-	China
HOOD	HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics	CVPR 2023	->	project	Switzerland
xCloth	xCloth: Extracting Template-free Textured 3D Clothes from a Monocular Image	MM 2023	paper	-	India
AvatarFusion	AvatarFusion: Zero-shot Generation of Clothing-Decoupled 3D Avatars Using 2D Diffusion	MM 2023	paper	project	China
Control3D	Control3D: Towards Controllable Text-to-3D Generation	MM 2023	paper	-	China
SynBody	SynBody: Synthetic Dataset with Layered Human Models for 3D Human Perception and Modeling	ICCV 2023	->	project	China
EVA3D	EVA3D: Compositional 3D Human Generation from 2D Image Collections	ICLR 2023	->	project	Singapore
ReFU	A Repulsive Force Unit for Garment Collision Handling in Neural Networks	ECCV 2022	->	project	USA
SNUG	SNUG: Self-Supervised Neural Dynamic Garments	CVPR 2022	->	project	Spain
ICON	ICON: Implicit Clothed humans Obtained from Normals	CVPR 2022	->	project	Germany
True Seams	True Seams:Modeling Seams in Digital Garments	SIGGRAPH 2022	->	project	USA
VirtualBones	Predicting Loose-Fitting Garment Deformations Using Bone-Driven Motion Networks	SIGGRAPH 2022	->	project	China
CrossHuman	CrossHuman: Learning Cross-guidance from Multi-frame Images for Human Reconstruction	MM 2022	paper	-	China
ReEF	Registering Explicit to Implicit: Towards High-Fidelity Garment mesh Reconstruction from Single Images	CVPR 2022	->	project	China
PHORHUM	Photorealistic Monocular 3D Reconstruction of Humans Wearing Clothing	CVPR 2022	->	project	USA
NeuralTailor	NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of Garments	SIGGRAPH 2022	paper	-	South Korea

4D Synthesis

Model	Title	Publication	Paper	Link	Region
WordRobe	WordRobe: Text-Guided Generation of Textured 3D Garments	arXiv 2024	paper	project	India
CLOTH4D	CLOTH4D: A Dataset for Clothed Human Reconstruction	CVPR 2023	->	project	Hong Kong (China)
Garment4D	Garment4D: Garment Reconstruction from Point Cloud Sequences	NIPS 2021	->	project	Singapore

Buying

Trend Analysis

Model	Title	Publication	Paper	Link	Region
POP	POP: Mining POtential Performance of new fashion products via webly cross-modal query expansion	ECCV 2022	->	project	Italy
Visuelle 2.0	The multi-modal universe of fast-fashion: the Visuelle 2.0 benchmark	CVPRW 2022	paper	project	Italy

Knowledge Extraction

Model	Title	Publication	Paper	Link	Region
-	Multimodal Fashion Knowledge Extraction as Captioning	SIGIR-AP 2023	paper	-	Hong Kong(China)
-	Who, Where, and What to Wear?: Extracting Fashion Knowledge from Social Media	MM 2019	paper	-	Singapore
-	Describing Clothing by Semantic Attributes	ECCV 2012	paper	-	USA

👀Workshops

1. Computer Vision for Fashion, Art, and Design (CVPR Workshop): CVFAD 2023, CVFAD 2022
2. Multimedia Computing towards Fashion Recommendation (ACM MM Workshop): MCFR 2022
3. Machine Learning for Creativity and Design (NeurIPS Workshop): ML4CD 2023, ML4CD 2022
4. Creative AI Across Modalities (AAAI Workshop): creativeAI 2023
5. recsysXfashion (RecSys Workshop): recsysXfashion 2022, recsysXfashion 2021

🚀Companies, Products

Name	Found	Info	News
CALA	2016	fashion supply chain interface that unifies design, development, production, and logistics	2022.11
Zalando Research	2016	Research	2023.04 fashion assistant powered by ChatGPT
Vue.ai	2016	Retail AI analysis, AI avatar	-
极睿 infimind	2017	Fashion Product Content	2023.11 interview in mandarin
知衣 zhiyi	2018	Fashion Design Collaboration	2023.08 Fashion Diffusion
LALALAND	2019	AI avatar, Fashion Product Content	2023.08 collaborate with Browzwear-VStitcher
PatternedAi	2021	Pattern Design	-
Dsign.Ai	-	Prints and Patterns Design	-
AIMDE-Symmpix	2023	Fashion Pattern, 3D	2023.11 new feature
Weshop	2023	AI avatar & Fashion Product Content	a subsidiary of MOGU
Wondershare VirtuLook	2023	AI avatar & Fashion Product Content	a subsidiary of wondershare
Pixelcut	2022	AI-powered editing tools(Product Content)	-
CreatorKit	2020	AI Product Content, Videos	-
DeepImage	2022	AI Product Content	-
Unbound	-	personal AI business assistant	-
Zeg AI	2018	AI Product Content, Videos, 3D Render	-
-	-	-	-

Researchers

Group/Lab/Univ	Researchers
GAP Lab-CUHKSZ	Xiaoguang Han
HCP-I2 Lab-SYSU	Xiaodan Liang,Zhenyu Xie
HIT SZ	Haijun Zhang
AiDlab-PolyU+RCA	Calvin WONG,Xingxing Zou,P.Y.Mok
MMLab-NTU	Ziwei Liu
UIUC	Ranjitha Kumar
AImageLab	Rita Cucchiara
The University of Utah	Ziad Al-Halah
Georgia Tech	Devi Parikh
UT Austin	Kristen Grauman
Cornell	Kavita Bala
MPI-IS	Michael Black

Industry Reports

Reports	Organization	Time
Generative AI’s Act Two	SEQUOIA	2023.09
How Are Consumers Using Generative AI?	A16Z	2023.09
Outlook for the Global and Chinese Fashion Industry in 2035	Roland Berger	2023.08
The Complete Playbook for Generative AI in Fashion	Bof	2023.06
Generative AI: Unlocking the future of fashion	McKinsey	2023.03

Other FashionAI Resources

1. Fashion Datasets
2. Cool Fashion Papers(Before 2022)
3. awesome-fashion-ai
4. AI4Design Survey
5. image-to-image-papers
6. Awesome Virtual Try-on (VTON) Research
7. Awesome-pose-transfer
8. Human Body Reconstruction

Other GenAI Resources

1. The Roadmap of Generative AI
2. awesome-Ai-tools
3. LLM Survey
4. LLM-Agent-Paper-List
5. Awesome-diffusion-model-for-image-processing
6. Multimodal Image Synthesis and Editing: The Generative AI Era
7. GAN-Inversion Survey
8. A Survey on Deep Generative 3D-aware Image Synthesis
9. Awesome 3D Generation
10. Generative AI meets 3D: A Survey on Text-to-3D in AIGC Era
11. Awesome GenAI Tech