Jinheng Xie
Scholar

Jinheng Xie

Google Scholar ID: smbRMokAAAAJ
National University of Singapore
Deep LearningComputer VisionGenerative AI
Citations & Impact
All-time
Citations
1,541
 
H-index
13
 
i10-index
16
 
Publications
20
 
Co-authors
9
list available
Resume (English only)
Academic Achievements
  • - Publications:
  • - 2025: Show-o2: Improved Native Unified Multimodal Models (NeurIPS)
  • - 2025: Show-o: One Single Transformer to Unify Multimodal Understanding and Generation (ICLR, PREMIA Best Student Paper Award 2025)
  • - 2025: CLIMS++: Cross Language Image Matching with Automatic Context Discovery for Weakly Supervised Semantic Segmentation (IJCV)
  • - 2025: Faster Diffusion via Temporal Attention Decomposition (TMLR)
  • - 2024: Cross-Attention Makes Inference Cumbersome in Text-to-Image Diffusion Models (arXiv)
  • - Awards:
  • - 2025: PREMIA Best Student Paper Award 2025
  • - Projects:
  • - Development and release of Show-o and Show-o2 models
Research Experience
  • - Work Experience:
  • - Show Lab, National University of Singapore, PhD Student (2023 to present)
  • - Research Projects:
  • - Development and training of Show-o and Show-o2 models
  • - Research on unified models for multimodal understanding and generation
  • - Position: PhD Student
Education
  • - Degree: PhD
  • - University: National University of Singapore
  • - Advisor: Prof. Mike Shou
  • - Duration: 2023 to present
  • - Major: Computer Science
Background
  • - Research Interests: Label-efficient learning, weakly-supervised object localization, semantic segmentation, visual prompt learning, controllable image synthesis, multimodal understanding and generation
  • - Professional Field: Computer Vision, Machine Learning
  • - Brief Introduction: Third-year PhD student at Show Lab, National University of Singapore, working with Prof. Mike Shou. Focused on the development of unified models for multimodal understanding and generation.
Miscellany
  • - Personal Interests: Music