Computer Vision with Python ( pythoncomputervision | 14 hours )
- Programming 具備 Python 的經驗
Computer Vision 是一個涉及從數位媒體中自動提取、分析和理解有用資訊的領域。Python 是一種高階程式語言，以其清晰的語法和程式碼可讀性而聞名。
在這場由講師指導的實時培訓中，參與者將學習Computer Vision的基礎知識，並逐步使用Python創建一系列簡單的Computer Vision應用程式。
在培訓結束時，參與者將能夠：
- 理解Computer Vision的基礎知識
- 使用Python來實現Computer Vision任務
- 建立自己的人臉、物體和動作檢測系統
目標受眾
- 對Computer Vision感興趣的Python程式設計師
課程形式
- 部分講授、部分討論、練習和大量的動手實踐
簡介
了解 Computer Vision 基礎
使用 Python 包裝器安裝 OpenCV
使用 OpenCV 入門
使用 Python 處理媒體
- 載入圖片
- 將顏色轉換為灰階
- 使用元數據
應用影像理論與 Python
- 理解影像作為多維陣列
- 理解色彩空間
- 像素與座標概述
- Access 像素
- 更改影像中的像素
- 繪製線條與形狀
- 在影像上應用文字
- 調整影像大小
- 裁剪影像
探索常見的 Computer Vision 演算法與方法
- 閾值處理
- 尋找輪廓
- 背景減除
- 使用檢測器
使用 Python 實現特徵提取
- 使用特徵向量
- 理解色彩均值特徵理論
- 提取直方圖特徵
- 提取灰階直方圖特徵
- 提取紋理特徵
實現檢測影像相似度的應用程式
實現反向影像搜尋引擎
使用模板匹配創建物件檢測應用程式
使用 Haar 級聯創建人臉檢測應用程式
使用關鍵點實現物件檢測應用程式
透過網路攝影機捕捉與處理影片
創建運動檢測系統
疑難排解
總結與結論
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