Jinyoung Moon
Scholar

Jinyoung Moon

Google Scholar ID: TzK33Q0AAAAJ
ETRI
video understandingaction recognitionaction localizationmoment localizationscene detection
Citations & Impact
All-time
Citations
718
 
H-index
13
 
i10-index
17
 
Publications
20
 
Co-authors
13
list available
Resume (English only)
Academic Achievements
  • Published several papers in international journals covering topics such as online action detection, face recognition, license plate recognition, and more.
  • - A paper on online action detection was published in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
  • - Work exploring the combination of language and video modalities for temporal moment localization appeared in Computer Vision and Image Understanding.
  • - Other research achievements include works on image super-resolution, improving efficiency in continual learning, etc.
  • - Research results were also presented at international conferences, such as MPViT: Multi-Path Vision Transformer for Dense Prediction at CVPR.
Research Experience
  • Involved in multiple phased research projects focusing on developing visual language technologies, memory storage networks, situational reasoning and cognition technologies, etc.
  • - Phase 1 (3 years): Development of technology for expressing and retrieving visual information, and building a visual memory network for abstracting and storing visual information.
  • - Phase 2 (3 years): Development of situational recognition and reasoning technologies based on long-term and short-term visual memories, improving understanding of relationships and situational cognition through contextual information fusion.
  • - Phase 3 (2 years): Development of evidence-based predictive visual intelligence technology, using multi-modal meta-learning to predict future situations.
Background
  • Research interests include but are not limited to: application of deep learning in visual intelligence technologies, cross-modal pre-training techniques, and edge AI-based visual intelligence solutions.