Junjia Huang
6 papers · 2023–2026 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(14)
Top co-authors
Research topics
Deep Learning
(5)
Computer Vision
(4)
Generation
(4)
Processing
(3)
Machine Learning
(2)
Learning Types · Deep Learning
(2)
Models
(2)
Artificial Intelligence
(1)
Healthcare & Medicine
(1)
Application Areas
(1)
Architectures
(1)
Clinical
(1)
Core Methods
(1)
Learning Paradigms
(1)
Learning Types · Machine Learning
(1)
Keywords
text-to-image generation
(2)
transfer learning
(1)
domain adaptation
(1)
video generation
(1)
medical imaging
(1)
image fusion
(1)
preference optimization
(1)
image editing
(1)
prompt learning
(1)
multi-class classification
(1)
diffusion model
(1)
vision-language model
(1)
cross-attention mechanism
(1)
data synthesis
(1)
diffusion transformer
(1)
histopathology image
(1)
affine transformation
(1)
spatial transformation
(1)
text-driven generation
(1)
cell classification
(1)
Papers
DreamOmni2: Multimodal Instruction-based Generation and Editing
CVPR 2026
DreamShot: Personalized Storyboard Synthesis with Video Diffusion Prior
CVPR 2026
DreamFuse: Adaptive Image Fusion with Diffusion Transformer
ICCV 2025
DreamLayer: Simultaneous Multi-Layer Generation via Diffusion Model
ICCV 2025
UniCell: Universal Cell Nucleus Classification via Prompt Learning
AAAI 2024
Affine-Consistent Transformer for Multi-Class Cell Nuclei Detection
ICCV 2023