commit a97ca8cb7cac8acfaa3add10a7c33b66a51d511c
Author: gbanyan <gbanyan.huang@gmail.com>
Date:   Thu Nov 27 16:39:26 2025 +0800

    Initial commit

diff --git a/__pycache__/app.cpython-314.pyc b/__pycache__/app.cpython-314.pyc
new file mode 100644
index 0000000..4d32bc6
Binary files /dev/null and b/__pycache__/app.cpython-314.pyc differ
diff --git a/app.py b/app.py
new file mode 100644
index 0000000..ddd7a44
--- /dev/null
+++ b/app.py
@@ -0,0 +1,101 @@
+import os
+from flask import Flask, render_template, send_from_directory, jsonify, request
+
+app = Flask(__name__)
+
+IMAGES_DIR = 'images'
+LABELS_DIR = 'labels'
+os.makedirs(LABELS_DIR, exist_ok=True)
+
+ALLOWED_EXTENSIONS = {'.png', '.jpg', '.jpeg', '.bmp', '.webp'}
+
+def get_image_files():
+    files = []
+    if os.path.exists(IMAGES_DIR):
+        for f in os.listdir(IMAGES_DIR):
+            _, ext = os.path.splitext(f)
+            if ext.lower() in ALLOWED_EXTENSIONS:
+                files.append(f)
+    return sorted(files)
+
+def is_labeled(filename):
+    name, _ = os.path.splitext(filename)
+    label_path = os.path.join(LABELS_DIR, name + '.txt')
+    return os.path.exists(label_path)
+
+@app.route('/')
+def index():
+    return render_template('index.html')
+
+@app.route('/images/<path:filename>')
+def serve_image(filename):
+    return send_from_directory(IMAGES_DIR, filename)
+
+@app.route('/api/next')
+def get_next_image():
+    images = get_image_files()
+    total = len(images)
+    labeled_count = 0
+    next_image = None
+
+    for img in images:
+        if is_labeled(img):
+            labeled_count += 1
+        elif next_image is None:
+            next_image = img
+            
+    # If all labeled, next_image remains None
+    
+    return jsonify({
+        'total': total,
+        'labeled': labeled_count,
+        'filename': next_image,
+        'completed': next_image is None
+    })
+
+@app.route('/api/save', methods=['POST'])
+def save_label():
+    data = request.json
+    filename = data.get('filename')
+    boxes = data.get('boxes', []) # List of {x, y, w, h} in image pixels
+    img_w = data.get('width')
+    img_h = data.get('height')
+    
+    if not filename or not img_w or not img_h:
+        return jsonify({'error': 'Missing data'}), 400
+
+    name, _ = os.path.splitext(filename)
+    label_path = os.path.join(LABELS_DIR, name + '.txt')
+    
+    lines = []
+    for box in boxes:
+        # YOLO format: class x_center y_center width height (normalized 0-1)
+        # Class is 0 for signature
+        
+        # Ensure box is valid
+        x = float(box['x'])
+        y = float(box['y'])
+        w = float(box['w'])
+        h = float(box['h'])
+        
+        # Center coordinates
+        center_x = (x + w / 2.0) / img_w
+        center_y = (y + h / 2.0) / img_h
+        norm_w = w / img_w
+        norm_h = h / img_h
+        
+        # Clamp values just in case
+        center_x = max(0.0, min(1.0, center_x))
+        center_y = max(0.0, min(1.0, center_y))
+        norm_w = max(0.0, min(1.0, norm_w))
+        norm_h = max(0.0, min(1.0, norm_h))
+        
+        lines.append(f"0 {center_x:.6f} {center_y:.6f} {norm_w:.6f} {norm_h:.6f}")
+        
+    with open(label_path, 'w') as f:
+        f.write('\n'.join(lines))
+        
+    return jsonify({'success': True})
+
+if __name__ == '__main__':
+    app.run(debug=True, port=8080)
diff --git a/extraction_log.csv b/extraction_log.csv
new file mode 100644
index 0000000..9059d6d
--- /dev/null
+++ b/extraction_log.csv
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diff --git a/labels/201301_3033_AI1_page3.txt b/labels/201301_3033_AI1_page3.txt
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index 0000000..2acf8ac
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+++ b/labels/201301_3033_AI1_page3.txt
@@ -0,0 +1,2 @@
+0 0.735484 0.752851 0.241935 0.066705
+0 0.745968 0.822691 0.243548 0.072976
\ No newline at end of file
diff --git a/labels/201303_6113_AI1_page4.txt b/labels/201303_6113_AI1_page4.txt
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--- /dev/null
+++ b/labels/201303_6113_AI1_page4.txt
@@ -0,0 +1,2 @@
+0 0.734488 0.350997 0.219178 0.060399
+0 0.743755 0.411966 0.208703 0.066097
\ No newline at end of file
diff --git a/scripts/extract_training_images.py b/scripts/extract_training_images.py
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index 0000000..8d40e5d
--- /dev/null
+++ b/scripts/extract_training_images.py
@@ -0,0 +1,188 @@
+#!/usr/bin/env python3
+"""
+從 master_signatures.csv 隨機抽取 500 筆記錄，
+將對應的 PDF 頁面轉換為 PNG 圖片，供 YOLO 訓練標注使用。
+
+基於 extract_pages_from_csv.py 的邏輯修改。
+"""
+
+import csv
+import os
+import random
+from pathlib import Path
+from datetime import datetime
+import fitz  # PyMuPDF
+
+# Configuration
+CSV_PATH = "/Volumes/NV2/PDF-Processing/master_signatures.csv"
+PDF_BASE_PATH = "/Volumes/NV2/PDF-Processing/total-pdf"
+OUTPUT_PATH = "/Volumes/NV2/yolo-signature-detection/images"
+LOG_FILE = "/Volumes/NV2/yolo-signature-detection/extraction_log.csv"
+
+# 要提取的數量
+SAMPLE_SIZE = 500
+
+# PNG 輸出設定
+DPI = 150  # 解析度，150 DPI 對於標注來說足夠清晰且檔案不會太大
+
+
+def find_pdf_file(filename):
+    """
+    Search for PDF file in batch directories.
+    Returns the full path if found, None otherwise.
+    """
+    for batch_dir in sorted(Path(PDF_BASE_PATH).glob("batch_*")):
+        pdf_path = batch_dir / filename
+        if pdf_path.exists():
+            return str(pdf_path)
+    return None
+
+
+def export_page_as_png(pdf_path, page_number, output_path):
+    """
+    Export a specific page from PDF to PNG image.
+    Returns (success: bool, error: str)
+    """
+    try:
+        doc = fitz.open(pdf_path)
+
+        # Check if page number is valid (convert to 0-indexed)
+        if page_number < 1 or page_number > len(doc):
+            doc.close()
+            return False, f"Invalid page number: {page_number} (PDF has {len(doc)} pages)"
+
+        # Get the page
+        page = doc.load_page(page_number - 1)
+
+        # Render to image with specified DPI
+        mat = fitz.Matrix(DPI / 72, DPI / 72)  # 72 is the default PDF DPI
+        pix = page.get_pixmap(matrix=mat)
+
+        # Save as PNG
+        pix.save(output_path)
+
+        doc.close()
+        return True, None
+
+    except Exception as e:
+        return False, str(e)
+
+
+def load_csv_records():
+    """Load all records from CSV file."""
+    records = []
+    with open(CSV_PATH, 'r') as csv_file:
+        csv_reader = csv.DictReader(csv_file)
+        for row in csv_reader:
+            records.append(row)
+    return records
+
+
+def main():
+    """Main processing function"""
+    print(f"=" * 60)
+    print(f"YOLO 訓練數據提取工具")
+    print(f"=" * 60)
+    print(f"CSV 索引檔: {CSV_PATH}")
+    print(f"PDF 來源: {PDF_BASE_PATH}")
+    print(f"輸出目錄: {OUTPUT_PATH}")
+    print(f"提取數量: {SAMPLE_SIZE}")
+    print(f"輸出 DPI: {DPI}")
+    print(f"=" * 60 + "\n")
+
+    # Ensure output directory exists
+    os.makedirs(OUTPUT_PATH, exist_ok=True)
+
+    # Load all records
+    print("載入 CSV 索引檔...")
+    all_records = load_csv_records()
+    print(f"總共 {len(all_records)} 筆記錄\n")
+
+    # Random sample
+    print(f"隨機抽取 {SAMPLE_SIZE} 筆...")
+    random.seed(42)  # 固定種子以便重現
+    sampled_records = random.sample(all_records, min(SAMPLE_SIZE, len(all_records)))
+    print(f"已抽取 {len(sampled_records)} 筆\n")
+
+    # Statistics
+    stats = {
+        'total': len(sampled_records),
+        'pdf_found': 0,
+        'pdf_not_found': 0,
+        'exported': 0,
+        'errors': 0
+    }
+
+    # Process and log
+    with open(LOG_FILE, 'w', newline='') as log_file:
+        log_writer = csv.writer(log_file)
+        log_writer.writerow([
+            'index', 'filename', 'page', 'output_file',
+            'pdf_found', 'exported', 'error_message'
+        ])
+
+        for i, row in enumerate(sampled_records):
+            filename = row['filename']
+            page = int(row['page'])
+
+            print(f"[{i+1}/{len(sampled_records)}] {filename} (頁 {page})... ", end='', flush=True)
+
+            # Find the PDF file
+            pdf_path = find_pdf_file(filename)
+
+            if pdf_path is None:
+                print("找不到 PDF")
+                stats['pdf_not_found'] += 1
+                log_writer.writerow([
+                    i+1, filename, page, None,
+                    False, False, "PDF file not found"
+                ])
+                continue
+
+            stats['pdf_found'] += 1
+
+            # Generate output filename
+            output_filename = f"{Path(filename).stem}_page{page}.png"
+            output_path = os.path.join(OUTPUT_PATH, output_filename)
+
+            # Export as PNG
+            success, error = export_page_as_png(pdf_path, page, output_path)
+
+            if success:
+                print("✓")
+                stats['exported'] += 1
+                log_writer.writerow([
+                    i+1, filename, page, output_filename,
+                    True, True, None
+                ])
+            else:
+                print(f"錯誤: {error}")
+                stats['errors'] += 1
+                log_writer.writerow([
+                    i+1, filename, page, None,
+                    True, False, error
+                ])
+
+    # Print summary
+    print("\n" + "=" * 60)
+    print("提取完成!")
+    print("=" * 60)
+    print(f"總共處理:     {stats['total']}")
+    print(f"PDF 找到:     {stats['pdf_found']}")
+    print(f"PDF 找不到:   {stats['pdf_not_found']}")
+    print(f"成功輸出:     {stats['exported']}")
+    print(f"錯誤:         {stats['errors']}")
+    print(f"\n輸出目錄: {OUTPUT_PATH}")
+    print(f"日誌檔案: {LOG_FILE}")
+    print("=" * 60)
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except KeyboardInterrupt:
+        print("\n\n使用者中斷")
+    except Exception as e:
+        print(f"\n\n錯誤: {e}")
+        import traceback
+        traceback.print_exc()
diff --git a/templates/index.html b/templates/index.html
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index 0000000..e5fad6e
--- /dev/null
+++ b/templates/index.html
@@ -0,0 +1,293 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>YOLO Signature Labeler</title>
+    <style>
+        body {
+            font-family: sans-serif;
+            margin: 0;
+            padding: 20px;
+            display: flex;
+            flex-direction: column;
+            height: 100vh;
+            box-sizing: border-box;
+            background-color: #f0f2f5;
+        }
+        header {
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            padding: 10px 20px;
+            background: white;
+            border-radius: 8px;
+            box-shadow: 0 2px 4px rgba(0,0,0,0.1);
+            margin-bottom: 20px;
+        }
+        .controls {
+            display: flex;
+            gap: 10px;
+        }
+        button {
+            padding: 8px 16px;
+            border: none;
+            border-radius: 4px;
+            cursor: pointer;
+            font-weight: bold;
+            transition: background 0.2s;
+        }
+        .btn-primary { background-color: #007bff; color: white; }
+        .btn-primary:hover { background-color: #0056b3; }
+        .btn-danger { background-color: #dc3545; color: white; }
+        .btn-danger:hover { background-color: #a71d2a; }
+        .btn-secondary { background-color: #6c757d; color: white; }
+        .btn-secondary:hover { background-color: #545b62; }
+        
+        #workspace {
+            flex: 1;
+            position: relative;
+            overflow: auto;
+            border: 2px solid #ccc;
+            background: #333;
+            display: flex;
+            justify-content: center;
+            align-items: flex-start;
+            padding: 20px;
+        }
+        
+        .canvas-container {
+            position: relative;
+            box-shadow: 0 0 10px rgba(0,0,0,0.5);
+        }
+        
+        img {
+            display: block;
+            max-width: none; /* Allow scrolling for large images */
+        }
+        
+        canvas {
+            position: absolute;
+            top: 0;
+            left: 0;
+            cursor: crosshair;
+        }
+
+        .stats {
+            font-size: 14px;
+            color: #555;
+        }
+        
+        #loading {
+            position: fixed;
+            top: 0; left: 0; right: 0; bottom: 0;
+            background: rgba(255,255,255,0.8);
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            font-size: 24px;
+            z-index: 1000;
+        }
+        .hidden { display: none !important; }
+    </style>
+</head>
+<body>
+
+<div id="loading">Loading...</div>
+
+<header>
+    <div>
+        <h2 style="margin:0;">Signature Labeler</h2>
+        <div class="stats" id="statusText">Loading stats...</div>
+    </div>
+    <div class="controls">
+        <button class="btn-secondary" onclick="undo()">Undo (Z)</button>
+        <button class="btn-danger" onclick="clearBoxes()">Clear All</button>
+        <button class="btn-primary" onclick="saveAndNext()">Save & Next (Space)</button>
+    </div>
+</header>
+
+<div id="workspace">
+    <div class="canvas-container" id="container">
+        <img id="targetImage" src="" alt="">
+        <canvas id="drawCanvas"></canvas>
+    </div>
+</div>
+
+<script>
+    let currentFilename = null;
+    let boxes = []; // Array of {x, y, w, h}
+    let isDrawing = false;
+    let startX, startY;
+    let currentBox = null;
+    
+    const imgElement = document.getElementById('targetImage');
+    const canvas = document.getElementById('drawCanvas');
+    const ctx = canvas.getContext('2d');
+    const statusText = document.getElementById('statusText');
+    const loadingOverlay = document.getElementById('loading');
+
+    // Setup Canvas
+    function resizeCanvas() {
+        canvas.width = imgElement.naturalWidth;
+        canvas.height = imgElement.naturalHeight;
+        canvas.style.width = imgElement.width + 'px';
+        canvas.style.height = imgElement.height + 'px';
+        redraw();
+    }
+
+    imgElement.onload = () => {
+        resizeCanvas();
+        loadingOverlay.classList.add('hidden');
+    };
+
+    // API Calls
+    async function loadNextImage() {
+        loadingOverlay.classList.remove('hidden');
+        try {
+            const response = await fetch('/api/next');
+            const data = await response.json();
+            
+            if (data.completed) {
+                alert("All images labeled! Great job!");
+                loadingOverlay.classList.add('hidden');
+                return;
+            }
+
+            currentFilename = data.filename;
+            statusText.innerText = `Progress: ${data.labeled} / ${data.total} | Current: ${data.filename}`;
+            
+            imgElement.src = `/images/${data.filename}`;
+            boxes = [];
+            // Img onload will hide loader
+        } catch (e) {
+            console.error(e);
+            alert("Error loading next image");
+        }
+    }
+
+    async function saveAndNext() {
+        if (!currentFilename) return;
+        
+        // Even if boxes is empty, we save (as empty file, meaning no signature)
+        // But maybe warn? No, empty is valid "no object".
+        
+        const payload = {
+            filename: currentFilename,
+            width: imgElement.naturalWidth,
+            height: imgElement.naturalHeight,
+            boxes: boxes
+        };
+
+        try {
+            const res = await fetch('/api/save', {
+                method: 'POST',
+                headers: {'Content-Type': 'application/json'},
+                body: JSON.stringify(payload)
+            });
+            
+            if (res.ok) {
+                loadNextImage();
+            } else {
+                alert("Failed to save");
+            }
+        } catch (e) {
+            alert("Error saving");
+        }
+    }
+
+    // Drawing Logic
+    function getMousePos(evt) {
+        const rect = canvas.getBoundingClientRect();
+        // Calculate scale if displayed size differs from natural size
+        const scaleX = canvas.width / rect.width;
+        const scaleY = canvas.height / rect.height;
+        return {
+            x: (evt.clientX - rect.left) * scaleX,
+            y: (evt.clientY - rect.top) * scaleY
+        };
+    }
+
+    canvas.addEventListener('mousedown', (e) => {
+        isDrawing = true;
+        const pos = getMousePos(e);
+        startX = pos.x;
+        startY = pos.y;
+    });
+
+    canvas.addEventListener('mousemove', (e) => {
+        if (!isDrawing) return;
+        const pos = getMousePos(e);
+        const w = pos.x - startX;
+        const h = pos.y - startY;
+        currentBox = {x: startX, y: startY, w: w, h: h};
+        redraw();
+    });
+
+    canvas.addEventListener('mouseup', () => {
+        if (!isDrawing) return;
+        isDrawing = false;
+        if (currentBox) {
+            // Normalize negative width/height
+            let finalBox = {
+                x: currentBox.w < 0 ? currentBox.x + currentBox.w : currentBox.x,
+                y: currentBox.h < 0 ? currentBox.y + currentBox.h : currentBox.y,
+                w: Math.abs(currentBox.w),
+                h: Math.abs(currentBox.h)
+            };
+            
+            // Ignore tiny boxes
+            if (finalBox.w > 5 && finalBox.h > 5) {
+                boxes.push(finalBox);
+            }
+            currentBox = null;
+            redraw();
+        }
+    });
+
+    function redraw() {
+        ctx.clearRect(0, 0, canvas.width, canvas.height);
+        
+        ctx.strokeStyle = '#00FF00';
+        ctx.lineWidth = 3;
+        
+        // Draw existing boxes
+        boxes.forEach(b => {
+            ctx.strokeRect(b.x, b.y, b.w, b.h);
+            // Add semi-transparent fill
+            ctx.fillStyle = 'rgba(0, 255, 0, 0.1)';
+            ctx.fillRect(b.x, b.y, b.w, b.h);
+        });
+
+        // Draw current dragging box
+        if (currentBox) {
+            ctx.strokeStyle = '#FF0000';
+            ctx.strokeRect(currentBox.x, currentBox.y, currentBox.w, currentBox.h);
+        }
+    }
+
+    function undo() {
+        boxes.pop();
+        redraw();
+    }
+
+    function clearBoxes() {
+        boxes = [];
+        redraw();
+    }
+
+    // Key shortcuts
+    document.addEventListener('keydown', (e) => {
+        if (e.key.toLowerCase() === 'z') undo();
+        if (e.code === 'Space') {
+            e.preventDefault(); // Prevent scrolling
+            saveAndNext();
+        }
+    });
+
+    // Init
+    loadNextImage();
+
+</script>
+</body>
+</html>