Skip to content
View JustinWen026's full-sized avatar

Achievements

Achievement: Pair Extraordinaire

Achievements

Achievement: Pair Extraordinaire

Block or report JustinWen026

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
JustinWen026/README.md

Pin-Hao Wen

國立成功大學 資訊工程學系 ｜ NCKU CSIE

我的研究興趣是電腦視覺與 LLM 可靠性：讓模型在真實系統中偵測得準，也說得對。 I work on computer vision and the reliability of LLM-generated outputs in real-world pipelines.

代表作品

專案 簡介
chimney-monitor-capstone 畢業專題：YOLOv11 煙囪排煙偵測（mAP50 0.805），多煙囪時序狀態機告警，Discord 通報，MCP + 本地 LLM 自動事故報告
chimney-monitor-llm-faithfulness 延伸研究：工具查證的 LLM 事故報告是否忠實？以雜訊植入探針做三組消融實驗（單事故 / 三事故並發，每組 N = 80），發現被驗證的欄位從未出錯，錯誤全出現在未驗證的敘事

論文

Verified Fields, Unverified Narratives: Injected-Noise Uptake in Tool-Grounded LLM Incident Reports for Industrial Chimney Monitoring Pin-Hao Wen, Shang-Liang Chen ・ Under review

技術

  • 語言：Python、Java
  • 電腦視覺：Ultralytics YOLO、OpenCV、PyTorch
  • LLM：Ollama、Model Context Protocol (MCP)、BERTScore、LLM-as-judge
  • 實驗與分析：消融實驗設計、Welch t 檢定 / Holm 校正 / bootstrap CI、pandas、matplotlib
  • 系統：SQLite、Streamlit、Discord Webhook

Pinned Loading

  1. chimney-monitor-capstone chimney-monitor-capstone Public

    NCKU CSIE 畢業專題｜YOLOv11 煙囪排煙偵測 + 多煙囪時序狀態機告警 + MCP/LLM 自動事故報告

    Python

  2. chimney-monitor-llm-faithfulness chimney-monitor-llm-faithfulness Public

    畢業專題延伸研究｜Tool-grounded LLM 事故報告的忠實度：欄位驗證有效，敘事仍會引用雜訊（Qwen2.5-7B + MCP，N=80 消融實驗）

    Python

  3. CMoney_Hackathon CMoney_Hackathon Public

    Forked from KimmyTsai/CMoney_Hackathon

    CMoney × AWS AI Hackathon｜AI 投資樹洞：存股健診 + Bedrock AI 報告。My contribution：系統架構、網頁初版架構、UI/UX

    JavaScript

  4. MCU-project MCU-project Public

    Forked from lum1nar/MCU-project

    Note: This is a group project for the Microprocessor Principles course. My Contribution: Responsible for ADC sampling from the touch panel and jitter control (using AVG and EMA filters)

    SWIG

  5. JKaiWang/2026MC_Hackathon_PharLawEngineer JKaiWang/2026MC_Hackathon_PharLawEngineer Public

    Python 5

  6. LLM-Agent_Food-Hunter-Discord-Bot LLM-Agent_Food-Hunter-Discord-Bot Public

    Forked from KimmyTsai/Food-Hunter-Discord-Bot

    計算理論期末專題（3 人）｜LLM + Discord Bot 美食推薦：情境理解、多輪對話、Google Maps 交通時間篩選

    Python