{"id":38836,"date":"2024-11-02T01:39:27","date_gmt":"2024-11-02T01:39:27","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=38836"},"modified":"2024-11-26T06:43:13","modified_gmt":"2024-11-26T06:43:13","slug":"yolo%ec%9d%98-%ec%84%b1%eb%8a%a5-%ed%8f%89%ea%b0%80%ec%99%80-%ea%b0%9c%ec%84%a0-%eb%b0%a9%eb%b2%95-yolo-%eb%aa%a8%eb%8d%b8%ec%9d%98-%ec%84%b1%eb%8a%a5-%ed%8f%89%ea%b0%80-precision-recall-map","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/38836\/","title":{"rendered":"YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP)"},"content":{"rendered":"

<\/p>\n

YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \uac10\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. YOLO\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ud55c \ubc88\uc5d0 \ucc98\ub9ac\ud558\uc5ec \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0 \uac1c\uc120\ud558\ub294 \uac83\uc740 \ubaa8\ub378\uc744 \uc9c4\ub2e8\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 \ubc29\ubc95\uc778 Precision, Recall, mAP\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. YOLO \uc131\ub2a5 \ud3c9\uac00\uc758 \uc911\uc694\uc131<\/h2>\n

YOLO\uc640 \uac19\uc740 \uac1d\uccb4 \uac10\uc9c0 \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00\ub294 \ubaa8\ub378\uc774 \uc5bc\ub9c8\ub098 \ud6a8\uacfc\uc801\uc73c\ub85c \uc791\ub3d9\ud558\ub294\uc9c0\ub97c \uce21\uc815\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc81c\ub300\ub85c \ud3c9\uac00\ud558\uc9c0 \uc54a\uc73c\uba74, \ubaa8\ub378\uc774 \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ub3d9\uc791\ud560\uc9c0 \uc774\ud574\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. \uc131\ub2a5 \ud3c9\uac00 \ubc29\ubc95\uc740 \uc8fc\ub85c Precision(\uc815\ubc00\ub3c4), Recall(\uc7ac\ud604\uc728), mAP(\ud3c9\uade0 \uc815\ubc00\ub3c4)\ub85c \ub098\ub269\ub2c8\ub2e4.<\/p>\n

2. Precision\uacfc Recall<\/h2>\n

2.1 Precision (\uc815\ubc00\ub3c4)<\/h3>\n

\uc815\ubc00\ub3c4\ub294 \ubaa8\ub378\uc774 \uac10\uc9c0\ud55c \uac1d\uccb4 \uc911\uc5d0\uc11c \uc2e4\uc81c\ub85c \ub9de\ub294 \uac1d\uccb4\uc758 \ube44\uc728\uc744 \uce21\uc815\ud569\ub2c8\ub2e4. \uc815\ubc00\ub3c4\uac00 \ub192\ub2e4\ub294 \uac83\uc740 \ubaa8\ub378\uc774 \uc798\ubabb\ub41c \uac1d\uccb4\ub97c \uc801\uac8c \uac10\uc9c0\ud55c\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc218\uc2dd\uc73c\ub85c \ud45c\ud604\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

\nPrecision = True Positives \/ (True Positives + False Positives)\n<\/pre>\n
2.2 Recall (\uc7ac\ud604\uc728)<\/h3>\n
\uc7ac\ud604\uc728\uc740 \uc2e4\uc81c \uac1d\uccb4 \uc911\uc5d0\uc11c \ubaa8\ub378\uc774 \uc815\ud655\ud788 \uac10\uc9c0\ud55c \uac1d\uccb4\uc758 \ube44\uc728\uc744 \uce21\uc815\ud569\ub2c8\ub2e4. \uc7ac\ud604\uc728\uc774 \ub192\ub2e4\ub294 \uac83\uc740 \ubaa8\ub378\uc774 \ub9ce\uc740 \uc2e4\uc81c \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\uace0 \uc788\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc218\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\nRecall = True Positives \/ (True Positives + False Negatives)\n<\/pre>\n
2.3 Precision\uacfc Recall\uc758 \uad00\uacc4<\/h3>\n
Precision\uacfc Recall\uc740 \uc11c\ub85c \ud2b8\ub808\uc774\ub4dc\uc624\ud504 \uad00\uacc4\uc5d0 \ub193\uc5ec \uc788\uc2b5\ub2c8\ub2e4. \uc989, \ud55c \ucabd\uc744 \ub192\uc774\uba74 \ub2e4\ub978 \ucabd\uc774 \ub0ae\uc544\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \ubaa8\ub378\uc744 \uc124\uacc4\ud560 \ub54c \uc774 \ub450 \uac00\uc9c0\ub97c \uade0\ud615 \uc788\uac8c \uc870\uc808\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
3. mAP (Mean Average Precision)<\/h2>\n
3.1 mAP\uc758 \uc815\uc758<\/h3>\n
mAP\ub294 Precision-Recall \uace1\uc120 \uc544\ub798\uc758 \uba74\uc801\uc744 \uce21\uc815\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \uc885\ud569\uc801\uc778 \uc9c0\ud45c\uc785\ub2c8\ub2e4. \uc8fc\ub85c \uc5ec\ub7ec \ud074\ub798\uc2a4 \uac1d\uccb4\uc5d0 \ub300\ud574 \ud3c9\uac00\ud560 \ub54c \uc0ac\uc6a9\ub418\uba70, \uac01 \ud074\ub798\uc2a4\uc758 \ud3c9\uade0 Precision\uc744 \uad6c\ud55c \ud6c4 \uc774\ub97c \ud3c9\uade0\ud569\ub2c8\ub2e4. mAP\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4:<\/p>\n
\nmAP = 1 \/ N * \u2211(AP_i)\n<\/pre>\n
\uc5ec\uae30\uc11c N\uc740 \ud074\ub798\uc2a4\uc758 \uc218, AP_i\ub294 i\ubc88\uc9f8 \ud074\ub798\uc2a4\uc758 \ud3c9\uade0 \uc815\ubc00\ub3c4\uc785\ub2c8\ub2e4.<\/p>\n
3.2 mAP \uacc4\uc0b0 \uacfc\uc815<\/h3>\n
mAP\ub97c \uacc4\uc0b0\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc6b0\uc120 \uac01 \ud074\ub798\uc2a4\ubcc4 Precision-Recall \uace1\uc120\uc744 plotting \ud55c \ud6c4, \uac01 \ud074\ub798\uc2a4\uc758 Average Precision\uc744 \uacc4\uc0b0\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4.<\/p>\n
    \n
  1. \uac01 \ud074\ub798\uc2a4\uc5d0 \ub300\ud574 Precision\uacfc Recall\uc744 \uacc4\uc0b0\ud55c\ub2e4.<\/li>\n
  2. Precision-Recall \uace1\uc120\uc744 \uc0dd\uc131\ud55c\ub2e4.<\/li>\n
  3. \uace1\uc120 \uc544\ub798\uc758 \uba74\uc801\uc744 \uacc4\uc0b0\ud558\uc5ec Average Precision(AP)\uc744 \uad6c\ud55c\ub2e4.<\/li>\n
  4. \ubaa8\ub4e0 \ud074\ub798\uc2a4\uc5d0 \ub300\ud574 AP\ub97c \ud3c9\uade0\ud558\uc5ec mAP\ub97c \uad6c\ud55c\ub2e4.<\/li>\n<\/ol>\n
    4. YOLO \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00 \uc608\uc81c<\/h2>\n
    \ub2e4\uc74c\uc740 YOLO \ubaa8\ub378\uc758 Precision, Recall, mAP\ub97c \uacc4\uc0b0\ud558\ub294 Python \ucf54\ub4dc \uc608\uc81c\uc785\ub2c8\ub2e4. \uc774 \ucf54\ub4dc\ub294 PyTorch\ub97c \ud65c\uc6a9\ud558\uc5ec \uad6c\ud604\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc14b\uc740 COCO\uc640 \uac19\uc740 \uac1d\uccb4 \uac10\uc9c0 \ub370\uc774\ud130\uc14b\uc744 \uac00\uc815\ud569\ub2c8\ub2e4.<\/p>\n
    \nimport numpy as np\nimport torch\nfrom sklearn.metrics import precision_score, recall_score, average_precision_score\n\n# \uc608\uc2dc \ub370\uc774\ud130\n# true_labels: \uc2e4\uc81c \uac1d\uccb4 \ud074\ub798\uc2a4\n# pred_labels: \ubaa8\ub378\uc774 \uc608\uce21\ud55c \uac1d\uccb4 \ud074\ub798\uc2a4\ntrue_labels = np.array([1, 0, 1, 1, 0, 1, 1, 0, 0, 1])\npred_labels = np.array([1, 0, 1, 0, 0, 1, 1, 0, 1, 1])\n\n# \uc815\ud655\ud558\uac8c \uc608\uce21\ub41c \uacbd\uc6b0\uc758 \uc218\nTP = np.sum((true_labels == 1) & (pred_labels == 1))\nFP = np.sum((true_labels == 0) & (pred_labels == 1))\nFN = np.sum((true_labels == 1) & (pred_labels == 0))\n\n# Precision\uacfc Recall \uacc4\uc0b0\nprecision = TP \/ (TP + FP) if (TP + FP) > 0 else 0\nrecall = TP \/ (TP + FN) if (TP + FN) > 0 else 0\n\nprint(f\"Precision: {precision:.2f}, Recall: {recall:.2f}\")\n\n# mAP \uacc4\uc0b0\n# \ud504\ub85c\uc81d\uc158\uacfc \ub9ac\ucf5c\uc744 \uacc4\uc0b0\ud558\uae30 \uc704\ud55c \uac00\uc0c1 \uc810\uc218\ny_true = [1] * 5 + [0] * 5  # 5\uac1c\uc758 \uc591\uc131 \uc0d8\ud50c\uacfc 5\uac1c\uc758 \uc74c\uc131 \uc0d8\ud50c\ny_scores = [0.9, 0.8, 0.75, 0.6, 0.65, 0.4, 0.3, 0.2, 0.1, 0.05]  # \ubaa8\ub378\uc758 \uc608\uce21 \uc810\uc218\n\naverage_precision = average_precision_score(y_true, y_scores)\nprint(f\"Mean Average Precision (mAP): {average_precision:.2f}\")\n<\/code><\/pre>\n
    5. YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \uac1c\uc120 \ubc29\ubc95<\/h2>\n
    YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uba87 \uac00\uc9c0 \uc8fc\uc694 \ubc29\ubc95\uc744 \uc18c\uac1c\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
    5.1 \ub370\uc774\ud130 \uc99d\uac15<\/h3>\n
    \ub370\uc774\ud130 \uc99d\uac15\uc740 \uae30\uc874 \ub370\uc774\ud130\uc758 \ub2e4\uc591\uc131\uc744 \ub192\uc774\ub294 \uae30\ubc95\uc73c\ub85c, \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud68c\uc804, \ud06c\uae30 \uc870\uc815, \uc0c9\uc0c1 \ubcc0\ud654 \ub4f1\uc758 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc14b\uc744 \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
    5.2 \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98 \uac1c\uc120<\/h3>\n
    YOLO\uc758 \ub2e4\uc591\ud55c \ubc84\uc804(\uc608: YOLOv3, YOLOv4, YOLOv5 \ub4f1)\uc5d0\uc11c\ub294 \uc131\ub2a5\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc544\ud0a4\ud14d\ucc98\uc640 \uae30\ubc95\uc774 \ub3c4\uc785\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ucd5c\uc2e0 \ubc84\uc804\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \ud6a8\uacfc\uc801\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
    5.3 Hyperparameter Tuning<\/h3>\n
    \ubaa8\ub378\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud558\uc5ec \uc131\ub2a5\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud559\uc2b5\ub960, \ubc30\uce58 \ud06c\uae30, \uc5d0\ud3ec\ud06c \uc218 \ub4f1\uc744 \uc870\uc808\ud558\uc5ec \ucd5c\uc801\uc758 \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
    5.4 \uc559\uc0c1\ube14 \uae30\ubc95<\/h3>\n
    \uc5ec\ub7ec \uac1c\uc758 YOLO \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uc5ec \uc608\uce21 \uacb0\uacfc\ub97c \uc559\uc0c1\ube14\ud558\ub294 \ubc29\ubc95\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \uac01 \ubaa8\ub378\uc758 \uc7a5\uc810\uc744 \uc0b4\ub9ac\uba74\uc11c \uc804\ubc18\uc801\uc778 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
    6. \uacb0\ub860<\/h2>\n
    YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00\ub294 Precision, Recall, mAP\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \uba54\ud2b8\ub9ad\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc131\ub2a5\uc744 \ud3c9\uac00 \ud6c4\uc5d0\ub294 \ub370\uc774\ud130 \uc99d\uac15, \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98 \uac1c\uc120, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd \ubc0f \uc559\uc0c1\ube14 \uae30\ubc95\uc744 \ud1b5\ud574 \ubaa8\ub378\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacfc\uc815\uc744 \ud1b5\ud574 \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \ube60\ub978 \uac1d\uccb4 \uac10\uc9c0 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
    <\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
    YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \uac10\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. YOLO\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ud55c \ubc88\uc5d0 \ucc98\ub9ac\ud558\uc5ec \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0 \uac1c\uc120\ud558\ub294 \uac83\uc740 \ubaa8\ub378\uc744 \uc9c4\ub2e8\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 \ubc29\ubc95\uc778 Precision, Recall, mAP\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. YOLO \uc131\ub2a5 … \ub354 \ubcf4\uae30 “YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP)”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[189],"tags":[],"class_list":["post-38836","post","type-post","status-publish","format-standard","hentry","category-yolo"],"yoast_head":"\nYOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/38836\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \uac10\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. YOLO\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ud55c \ubc88\uc5d0 \ucc98\ub9ac\ud558\uc5ec \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0 \uac1c\uc120\ud558\ub294 \uac83\uc740 \ubaa8\ub378\uc744 \uc9c4\ub2e8\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 \ubc29\ubc95\uc778 Precision, Recall, mAP\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. YOLO \uc131\ub2a5 … \ub354 \ubcf4\uae30 "YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP)"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/38836\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-02T01:39:27+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:43:13+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/38836\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38836\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP)\",\"datePublished\":\"2024-11-02T01:39:27+00:00\",\"dateModified\":\"2024-11-26T06:43:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38836\/\"},\"wordCount\":77,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"YOLO\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/38836\/\",\"url\":\"https:\/\/atmokpo.com\/w\/38836\/\",\"name\":\"YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-11-02T01:39:27+00:00\",\"dateModified\":\"2024-11-26T06:43:13+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38836\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/38836\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/38836\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/atmokpo.com\/w\/#website\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/atmokpo.com\/w\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"contentUrl\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"width\":400,\"height\":400,\"caption\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\"},\"image\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/bebubo4\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\",\"name\":\"root\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"caption\":\"root\"},\"sameAs\":[\"http:\/\/atmokpo.com\/w\"],\"url\":\"https:\/\/atmokpo.com\/w\/author\/root\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/38836\/","og_locale":"ko_KR","og_type":"article","og_title":"YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \uac10\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. YOLO\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ud55c \ubc88\uc5d0 \ucc98\ub9ac\ud558\uc5ec \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0 \uac1c\uc120\ud558\ub294 \uac83\uc740 \ubaa8\ub378\uc744 \uc9c4\ub2e8\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 \ubc29\ubc95\uc778 Precision, Recall, mAP\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. YOLO \uc131\ub2a5 … \ub354 \ubcf4\uae30 \"YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP)\"","og_url":"https:\/\/atmokpo.com\/w\/38836\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-11-02T01:39:27+00:00","article_modified_time":"2024-11-26T06:43:13+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"1\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/38836\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/38836\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP)","datePublished":"2024-11-02T01:39:27+00:00","dateModified":"2024-11-26T06:43:13+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/38836\/"},"wordCount":77,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["YOLO"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/38836\/","url":"https:\/\/atmokpo.com\/w\/38836\/","name":"YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-11-02T01:39:27+00:00","dateModified":"2024-11-26T06:43:13+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/38836\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/38836\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/38836\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"YOLO\uc758 \uc131\ub2a5 \ud3c9\uac00\uc640 \uac1c\uc120 \ubc29\ubc95, YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 (Precision, Recall, mAP)"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/38836","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=38836"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/38836\/revisions"}],"predecessor-version":[{"id":38837,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/38836\/revisions\/38837"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=38836"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=38836"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=38836"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}