Mengwei Ren
13 papers · 2021–2026 · 6 venues · across top CS/AI venues
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Achievements
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🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (26) 🌍 Conference Polyglot · Silver 🗃️ Keyword Collector (74)
🔥
Unstoppable · Bronze
⚡
Prolific Year · Productive
💎
Century Club · Bronze
Top co-authors
Research topics
Computer Vision
(12)
Deep Learning
(10)
Processing
(7)
Models
(6)
Machine Learning
(5)
Generation
(5)
Learning Types · Deep Learning
(5)
Artificial Intelligence
(3)
Analysis
(3)
Domain-Specific
(3)
Learning Types · Machine Learning
(3)
Application Areas
(2)
Architectures
(2)
Core AI
(2)
Healthcare & Medicine
(1)
Keywords
diffusion model
(6)
image editing
(3)
image relighting
(3)
image generation
(2)
portrait relighting
(2)
contrastive learning
(2)
classifier-free guidance
(2)
image composition
(2)
representation learning
(2)
medical imaging
(2)
self-supervised learning
(2)
computer graphics
(1)
image reconstruction
(1)
image synthesis
(1)
adversarial learning
(1)
3d reconstruction
(1)
view consistency
(1)
image deblurring
(1)
medical image segmentation
(1)
object detection
(1)
Papers
TokenLight: Precise Lighting Control in Images using Attribute Tokens
CVPR 2026
VGent: Visual Grounding via Modular Design for Disentangling Reasoning and Prediction
CVPR 2026
Baking Gaussian Splatting into Diffusion Denoiser for Fast and Scalable Single-stage Image-to-3D Generation and Reconstruction
ICCV 2025
Generative Image Layer Decomposition with Visual Effects
CVPR 2025
Learning General-purpose Biomedical Volume Representations using Randomized Synthesis
ICLR 2025
SynthLight: Portrait Relighting with Diffusion Model by Learning to Re-render Synthetic Faces
CVPR 2025
Text2Relight: Creative Portrait Relighting with Text Guidance
AAAI 2025
ProxEdit: Improving Tuning-Free Real Image Editing With Proximal Guidance
WACV 2024
Relightful Harmonization: Lighting-aware Portrait Background Replacement
CVPR 2024
Keypoint-Augmented Self-Supervised Learning for Medical Image Segmentation with Limited Annotation
NeurIPS 2023
Multiscale Structure Guided Diffusion for Image Deblurring
ICCV 2023
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis
NeurIPS 2022
Generative Adversarial Registration for Improved Conditional Deformable Templates
ICCV 2021