健康照護科技專題(二) Syllabus 2025 Fall Handout

(切換完整版課綱)

開場

Unit 1: AI Computer Vision

CNN (Convolutional Neural Networks) share

YOLO  (You Only Look Once)

ViT (Vision Transformers)

VLM (Vision Language Models)

VLM vs. YOLO  Vision (illustrate)

HW#1 AI in Computer Vision

Unit 2: 盲人環境輔助理解，空間導航

空間資訊與識別輔助 

盲人導航影像辨識 (基礎)

盲人導航像辨識2 (simple obstacle identification)

3d 導航(why 3D)

HW#2 Understanding environments

• 
  
• Unit 3: 3d障礙偵測演算法
• 障礙偵測(Recast 原理)

動態障礙偵測

Barrier or not

HW#3 Obstacle detection

• Unit 4: 避障演算法
• Voronoi a playful introduction
• OmniSafe: Follow Voronoi (Country Alley 2d)
• OmniSafe: Voronoi-based Safe Routing Planning (Country Road  2d)
• Obstacle Avoidance 2d/3d Voronoi for obstacle detection with enhanced pitch alert
• OmniSafe: 2d/3d Follow Voronoi (Rural Road) collision-free
• HW#4 Voronoi
• 
  
• 
  

Unit 5: 環境安全檢測與評估視覺化

Hazard detection

意外事件預測與模擬

Home Hazard chain identification and animation

HW#5 Environmental Safety Assessment and Visualization*

Unit 6: 心智活動與訊息處理

訊息處理，心智障礙生活輔助 

多工任務訓練，延緩失智

模擬失智行走與無人車避障

HW#6 Games for Health

Unit 7: ＡＩ輔助情感分析 

AI 輔助心理諮商的可行性

介面設計

Mental Health App 心理健康遊戲應用程式的臨床驗證

HW#7 諮商輔助

Unit 8: Vibe Coding (放鬆嘴程式)

Vibe Coding from scratch

Vibe Coding based on incomplete data

Vibe Coding by Reverse Engineering

HW#8

Unit 9: 百工用ＡＩ

AI+VR+Gaming

AI醫療革命：過去三年的關鍵發展（2022-2025）(SVG)

AI輔助長期照護與老人復健突破性臨床成果 （SVG)

AI 自閉症臨床應用突破性成果 (SVG)