Junqi (Kuma) Liu

Focused on NLP and Computational Cognitive Science.

Focused on Machine Learning, Computer Vision, and Reinforcement Learning.

• Mission: Developed "SMILE," the anatomical aware image enhancement tool for medical image enhancement.
• Achievement: 50% better FID in image quality, and 10% lift for F1-score in early tumor detection.
• Publication: RSNA 2025 oral presentation !🎤 & Submitted to CVPR 2026 🚀.

• Mission: Developed "ShapeKit," an efficient CT postprocessing pipeline.
• Achievement: Lift average over 10% DSC score on organ segmentations.
• Publication: MICCAI 2025 poster presentation !🎉

• Mission: Developed a Multi-Attention tracking model to detect Zebrafish biological movements. 🐟
• Achievement: Over 80% sensitivity and 90% specificity.
• Publication: Submitting a paper to PNAS journal 🚀.

• Mission: Innovative design for Bayesian Optimization, for multi-location geological perspective task.
• Achievement: Lifted accuracy by 50%, and saved at least 90% time consumption! 🚀