Mengqi Huang
17 papers · 2023–2026 · 3 venues · across top CS/AI venues
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π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (30) π Conference Polyglot Β· Bronze π€ Dynamic Duo (14) π¬ Deep Specialist (12)
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Research topics
Computer Vision
(15)
Generation
(14)
Deep Learning
(11)
Models
(9)
Artificial Intelligence
(5)
Machine Learning
(5)
Core AI
(4)
Learning Types Β· Deep Learning
(4)
Processing
(4)
Analysis
(3)
Architectures
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Techniques
(3)
Core Methods
(2)
Learning Types Β· Machine Learning
(2)
Mathematics & Optimization
(1)
Keywords
image generation
(7)
image editing
(4)
generative model
(3)
diffusion transformer
(3)
diffusion model
(3)
identity preservation
(3)
variational autoencoder
(2)
autoregressive image generation
(2)
vector quantization
(2)
codebook learning
(2)
image customization
(2)
image reconstruction
(2)
text-to-image generation
(2)
autoregressive model
(2)
subject-driven generation
(2)
face recognition
(1)
multimodal learning
(1)
feature extraction
(1)
in-context learning
(1)
knowledge distillation
(1)
Papers
LayerEdit: Disentangled Multi-Object Editing via Conflict-Aware Multi-Layer Learning
AAAI 2026
Scaling Multi-Identity Consistency for Image Customization via Multi-to-Multi Matching Paradigm
CVPR 2026
Unified Customized Generation by Disentangled Reward Modeling
CVPR 2026
A4A: Adapter for Adapter Transfer via All-for-All Mapping for Cross-Architecture Models
CVPR 2025
CustomContrast: A Multilevel Contrastive Perspective for Subject-Driven Text-to-Image Customization
AAAI 2025
D^2iT: Dynamic Diffusion Transformer for Accurate Image Generation
CVPR 2025
Dragin3D: Image Editing by Dragging in 3D Space
CVPR 2025
DualReal: Adaptive Joint Training for Lossless Identity-Motion Fusion in Video Customization
ICCV 2025
FeedEdit: Text-Based Image Editing with Dynamic Feedback Regulation
CVPR 2025
Less-to-More Generalization: Unlocking More Controllability by In-Context Generation
ICCV 2025
LongAnimation: Long Animation Generation with Dynamic Global-Local Memory
ICCV 2025
RealGeneral: Unifying Visual Generation via Temporal In-Context Learning with Video Models
ICCV 2025
DreamIdentity: Enhanced Editability for Efficient Face-Identity Preserved Image Generation
AAAI 2024
Gradual Residuals Alignment: A Dual-Stream Framework for GAN Inversion and Image Attribute Editing
AAAI 2024
RealCustom: Narrowing Real Text Word for Real-Time Open-Domain Text-to-Image Customization
CVPR 2024
Not All Image Regions Matter: Masked Vector Quantization for Autoregressive Image Generation
CVPR 2023
Towards Accurate Image Coding: Improved Autoregressive Image Generation With Dynamic Vector Quantization
CVPR 2023