lateralraise_labeling.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import csv\n",
    "import mediapipe as mp\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Mediapipe Pose 초기화\n",
    "mp_pose = mp.solutions.pose\n",
    "mp_drawing = mp.solutions.drawing_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# landmarks 초기화 (Pose Landmarks 33개의 데이터 구조)\n",
    "landmarks = ['class', 'posture_type']\n",
    "for val in range(1, 33 + 1):\n",
    "    landmarks += [f'x{val}', f'y{val}', f'z{val}', f'v{val}']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CSV 파일 초기화\n",
    "output_csv = 'lateralraise_coords.csv'\n",
    "with open(output_csv, mode='w', newline='') as f:\n",
    "    csv_writer = csv.writer(f, delimiter=',', quotechar='\"', quoting=csv.QUOTE_MINIMAL)\n",
    "    csv_writer.writerow(landmarks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 데이터 저장 함수\n",
    "def export_landmark(results, action_label, posture_type):\n",
    "    try:\n",
    "        keypoints = [action_label, posture_type] + [\n",
    "            coord for res in results.pose_landmarks.landmark for coord in [res.x, res.y, res.z, res.visibility]\n",
    "        ]\n",
    "        with open(output_csv, mode='a', newline='') as f:\n",
    "            csv_writer = csv.writer(f, delimiter=',', quotechar='\"', quoting=csv.QUOTE_MINIMAL)\n",
    "            csv_writer.writerow(keypoints)\n",
    "    except Exception as e:\n",
    "        print(f\"Error: {e}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 이미지 경로 설정\n",
    "base_path = r\"/root/juno/Day16_201016_F (SLR)\"\n",
    "folders = [os.path.join(base_path, folder) for folder in os.listdir(base_path)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: Created TensorFlow Lite XNNPACK delegate for CPU.\n",
      "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
      "W0000 00:00:1731918118.562263   14455 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.\n",
      "W0000 00:00:1731918118.600173   14477 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.\n",
      "W0000 00:00:1731918118.636473   14475 landmark_projection_calculator.cc:186] Using NORM_RECT without IMAGE_DIMENSIONS is only supported for the square ROI. Provide IMAGE_DIMENSIONS or use PROJECTION_MATRIX.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "Processed: 407-2-1-18-Z62_E-0000027.jpg | Label: 407 | Type: incorrect\n",
      "Processed: 407-2-1-18-Z62_E-0000028.jpg | Label: 407 | Type: incorrect\n",
      "Processed: 407-2-1-18-Z62_E-0000029.jpg | Label: 407 | Type: incorrect\n",
      "Processed: 407-2-1-18-Z62_E-0000030.jpg | Label: 407 | Type: incorrect\n",
      "Processed: 407-2-1-18-Z62_E-0000031.jpg | Label: 407 | Type: incorrect\n",
      "Processed: 407-2-1-18-Z62_E-0000032.jpg | Label: 407 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000001.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000002.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000003.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000004.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000005.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000006.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000007.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000008.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000009.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000010.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000011.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000012.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000013.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000014.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000015.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000016.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000017.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000018.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000019.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000020.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000021.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000022.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000023.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000024.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000025.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000026.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000027.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000028.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000029.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000030.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000031.jpg | Label: 408 | Type: incorrect\n",
      "Processed: 408-2-1-18-Z62_E-0000032.jpg | Label: 408 | Type: incorrect\n"
     ]
    }
   ],
   "source": [
    "# Mediapipe Pose로 데이터 추출 및 라벨링\n",
    "with mp_pose.Pose(min_detection_confidence=0.5, min_tracking_confidence=0.5) as pose:\n",
    "    for folder in folders:\n",
    "        for subfolder, _, files in os.walk(folder):\n",
    "            for file in files:\n",
    "                if file.endswith(('.png', '.jpg', '.jpeg')):  # 이미지 파일 필터링\n",
    "                    file_path = os.path.join(subfolder, file)\n",
    "                    \n",
    "                    # Action Label: 파일명 앞 3자리 숫자 추출\n",
    "                    action_label = file.split('-')[0]\n",
    "                    \n",
    "                    # Posture Type 결정\n",
    "                    posture_type = 'correct' if action_label == '377' else 'incorrect'\n",
    "                    \n",
    "                    # 이미지 읽기\n",
    "                    image = cv2.imread(file_path)\n",
    "                    image_rgb = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "                    \n",
    "                    # Mediapipe로 Pose 추정\n",
    "                    results = pose.process(image_rgb)\n",
    "                    \n",
    "                    # Landmarks 추출 및 CSV 저장\n",
    "                    if results.pose_landmarks:\n",
    "                        export_landmark(results, action_label, posture_type)\n",
    "                        print(f\"Processed: {file} | Label: {action_label} | Type: {posture_type}\")\n"
   ]
  }
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