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Table Of Content

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

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 3D Reconstruction
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 --> 3DReconstruction[3D Reconstruction]
  Design --> 4DSynthesis[4D Synthesis]
  
  Buying --> TrendAnalysis[Trend Analysis]
  Buying --> KnowledgeExtraction[Knowledge Extraction]

📝Papers

Overview

Summary developments of technology

Title Publication Paper Type Region
A Survey of Artificial Intelligence in Fashion IEEE Signal Process. Mag. 2023 paper Overview Taiwan (China)
AI Assisted Fashion Design: A Review IEEE Access 2023 paper Fashion Design China
Computational Technologies for Fashion Recommendation: A Survey ACM Comput. Surv. 2023 paper Fashion Recommendation Hong Kong (China)
A Review of Modern Fashion Recommender Systems ACM Comput. Surv. 2023 paper Fashion Recommendation Italy
A survey on Fashion Image Retrieval ACM Comput. Surv. 2023 paper Fashion Retrieval India
Appearance and Pose-Guided Human Generation: A Survey ACM Comput. Surv. 2023 paper Fashion Generation Hong Kong (China)
Analytics Applications in Fashion Supply Chain Management—A Review of Literature and Practice IEEE Trans Eng Manag 2023 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
Kaleido-BERT Kaleido-BERT: Vision-Language Pre-Training on Fashion Domain CVPR 2021 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
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

Parsing

Model Title Publication Paper Link Region
- Parsing clothing in fashion photographs CVPR 2012 paper - USA
- 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
- Retrieving Similar Styles to Parse Clothing TPAMI 2014 paper - Japan
- Fashion Parsing with Video Context MM 2014 paper - Singapore
- Parsing Based on Parselets: A Unified Deformable Mixture Model for Human Parsing TPAMI 2015 paper - Singapore
- Clothes Co-Parsing Via Joint Image Segmentation and Labeling With Application to Clothing Retrieval TMM 2016 paper - China
- Enhanced Reweighted MRFs for Efficient Fashion Image Parsing TOMM 2016 paper - Canada
- 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
Look into Person Look into Person: Joint Body Parsing & Pose Estimation Network and a New Benchmark TPAMI 2019 paper - China
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
- Describe Me If You Can! Characterized Instance-Level Human Parsing ICIP 2021 paper - France
- Progressive One-shot Human Parsing AAAI 2021 paper - Sydney
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
OMNet OMNet: Outfit Memory Net for clothing parsing IJCST 2023 paper - China

Segmentation, Recognition

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

Detection

Model Title Publication Paper Link Region
- Fashion Landmark Detection in the Wild ECCV 2016 paper - Hong Kong(China)
- Unconstrained Fashion Landmark Detection via Hierarchical Recurrent Transformer Networks MM 2017 paper - Hong Kong (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
- Fashion landmark detection and category classification for robotics ICARSC 2020 paper - Switzerland
- Aggregation and Finetuning for Clothes Landmark Detection Preprint 2020 paper code China
- 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

Pose Estimation, Tracking

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

Selling

Online selling

Retrieval

Model Title Publication Paper Link Region
DARN Cross-Domain Image Retrieval with a Dual Attribute-Aware Ranking Network ICCV 2015 paper - Singapore
- Interpretable Multimodal Retrieval for Fashion Products MM 2018 paper - Singapore
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
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
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

Selling Agent

Model Title Publication Paper Link Region
- A Conversational Shopping Assistant for Online Virtual Stores MM 2022 paper - Portugal
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

Video Generation

Model Title Publication Paper Link Region
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
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

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
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
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

Design

Fashion Design Synthesis

Model Title Publication Paper Link Region
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
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

Try-On

Model Title Publication Paper Link Region
- 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
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

Editing

Model Title Publication Paper Link Region
SketchEdit SketchEdit: Mask-Free Local Image Manipulation with Partial Sketches CVPR 2022 -> project USA
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

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
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
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
En3D En3D: An Enhanced Generative Model for Sculpting 3D Humans from 2D Synthetic Data Preprint 2024 -> project China

3D Reconstruction

Model Title Publication Paper Link Region
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
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
Garment3DGen Garment3DGen: 3D Garment Stylization and Texture Generation arXiv 2024 -> project USA

4D Synthesis

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

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

👀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
Open Source Agenda is not affiliated with "Cool GenAI Fashion Papers" Project. README Source: wendashi/Cool-GenAI-Fashion-Papers
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