Xubin Sun

Projects

A collection of my work spanning AI, computer vision, full-stack development, and product design.

Real-time Digital Human for Dementia Care

End-to-end AI companion system with STT + GPT-4o + TTS pipeline, RAG-enhanced dialogue, and NVIDIA Audio2Face + UE5 avatar — finalist in 2025 Cougar Investigator Grant Challenge.

GPT-4o
RAG
Fine-tuning
STT
+4
AI
Research
Full-Stack

Plant Disease Classification System with Explainable AI

Deep learning classification system achieving 91% accuracy via model stacking + CNNs, with Grad-CAM explainability and LLM-powered treatment recommendations.

PyTorch
CNN
Model Stacking
Grad-CAM
+4
AI
CV
Research

Curvature-Regularized Robust Medical Image Classification

Novel deep learning framework combining CURE loss, depthwise separable & dilated convolutions, and attention mechanisms — achieving only 5.6% accuracy drop under adversarial attacks.

PyTorch
CURE Loss
FGSM
PGD
+4
AI
Research
CV

Privacy Dataset Distillation for Medical Imaging (OCTMNIST)

Data distillation method balancing privacy protection with key feature retention — achieving 47.25% accuracy under IPC=1, surpassing existing best results.

PyTorch
Dataset Distillation
SSIM
Privacy Analysis
+1
AI
Research
CV

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