\uc791\uc5c5\uc774 \ub05d\ub0a0 \ub54c\uae4c\uc9c0 \ubc18\ubcf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\nNMS Python \uc608\uc81c \uad6c\ud604<\/h2>\n
\uc544\ub798\ub294 Python\uc744 \uc0ac\uc6a9\ud558\uc5ec NMS\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc758 \uc608\uc2dc\uc785\ub2c8\ub2e4. \uba3c\uc800, \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n
pip install numpy\npip install opencv-python\n <\/code><\/pre>\n\uc774\uc81c NMS \ud568\uc218\uc640 \uac04\ub2e8\ud55c YOLO \uc608\uc81c\ub97c \uc791\uc131\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4:<\/p>\n
import cv2\nimport numpy as np\n\ndef nms(boxes, scores, threshold):\n if len(boxes) == 0:\n return []\n\n # \ubc15\uc2a4\uc758 \uc88c\ud45c \ubd84\ub9ac\n boxes = np.array(boxes)\n x1 = boxes[:, 0]\n y1 = boxes[:, 1]\n x2 = boxes[:, 2]\n y2 = boxes[:, 3]\n\n # \uac01 \ubc15\uc2a4\uc758 \uba74\uc801 \uacc4\uc0b0\n areas = (x2 - x1 + 1) * (y2 - y1 + 1)\n\n # \uc778\ub371\uc2a4\ub97c \uc2e0\ub8b0\ub3c4\uc5d0 \ub530\ub77c \ub0b4\ub9bc\ucc28\uc21c\uc73c\ub85c \uc815\ub82c\n order = scores.argsort()[::-1]\n\n kept_indices = []\n \n while order.size > 0:\n i = order[0] # \ud604\uc7ac \uac00\uc7a5 \ub192\uc740 \uc810\uc218\ub97c \uac00\uc9c4 \ubc15\uc2a4\n kept_indices.append(i)\n\n # IoU \uacc4\uc0b0\n xx1 = np.maximum(x1[i], x1[order[1:]])\n yy1 = np.maximum(y1[i], y1[order[1:]])\n xx2 = np.minimum(x2[i], x2[order[1:]])\n yy2 = np.minimum(y2[i], y2[order[1:]])\n \n w = np.maximum(0, xx2 - xx1 + 1)\n h = np.maximum(0, yy2 - yy1 + 1)\n \n inter = w * h\n iou = inter \/ (areas[i] + areas[order[1:]] - inter)\n\n # Threshold\ub97c \uae30\uc900\uc73c\ub85c \uc778\ub371\uc2a4 \uc81c\uac70\n order = order[np.where(iou <= threshold)[0] + 1]\n\n return kept_indices\n\n\n# \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\nboxes = [\n [50, 50, 150, 150],\n [60, 60, 160, 160],\n [70, 70, 170, 170],\n]\nscores = [0.9, 0.8, 0.7]\n\n# NMS \uc2e4\ud589\nthreshold = 0.3\nkept_indices = nms(boxes, scores, threshold)\nprint(\"\ucd5c\uc885 \uc120\ud0dd\ub41c \ubc15\uc2a4 \uc778\ub371\uc2a4:\", kept_indices)\n <\/code><\/pre>\n\uc704 \ucf54\ub4dc\ub294 \uc8fc\uc5b4\uc9c4 \ubc14\uc6b4\ub529 \ubc15\uc2a4\uc640 \uac01 \ubc15\uc2a4\uc758 \uc2e0\ub8b0\ub3c4\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc544, NMS\ub97c \uc801\uc6a9\ud558\uc5ec \ucd5c\uc885\uc801\uc778 \ubc15\uc2a4 \uc778\ub371\uc2a4\ub97c \ubc18\ud658\ud569\ub2c8\ub2e4.<\/p>\n
NMS\uc758 \uc720\uc6a9\uc131<\/h2>\n
NMS\ub294 YOLO\uc640 \uac19\uc740 \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uc694\uc18c\uc785\ub2c8\ub2e4. \uac1d\uccb4\uac00 \uacb9\uce58\ub294 \uacbd\uc6b0, NMS\ub294 \ucd5c\uc885 \uacb0\uacfc\uc5d0\uc11c \uc911\ubcf5\uc744 \uc81c\uac70\ud558\uc5ec \ub354 \uc815\ud655\ud55c \uc608\uce21\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0, \ucd5c\uc885 \uc0ac\uc6a9\uc790\uac00 \ub354 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc608\uce21 \uacb0\uacfc\ub97c \ubc1b\uc744 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n
\ub9c8\ubb34\ub9ac<\/h2>\n
YOLO \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud55c \uac1d\uccb4 \uac80\ucd9c\uc740 \ud604\ub300 \ucef4\ud4e8\ud130 \ube44\uc804\uc758 \uc911\uc694\ud55c \ubd84\uc57c\ub85c \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc774 \uad00\uc2ec\uc744 \uac00\uc9c0\uace0 \uc5f0\uad6c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO\uc758 \uae30\ubcf8 \uc6d0\ub9ac\uc640 \ube44\ucd5c\ub300 \uc5b5\uc81c(NMS)\uc758 \uac1c\ub150 \ubc0f \uc2e4\uc81c \uad6c\ud604 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uc5b4 \ubcf4\uc558\uc2b5\ub2c8\ub2e4. YOLO\uc640 NMS\ub97c \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \uc5ec\ub7ec\ubd84\uc758 \ucc3d\uc758\ub825\uc744 \ubc1c\ud718\ud558\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<\/article>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \uac80\ucd9c \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc778\uae30 \uc788\ub294 \uc54c\uace0\ub9ac\uc998 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. YOLO\ub294 \uc774\ubbf8\uc9c0\ub97c \ub2e8\uc77c \ub124\ud2b8\uc6cc\ud06c\uc5d0\uc11c \ucc98\ub9ac\ud558\uc5ec \uac1d\uccb4\uc758 \uc704\uce58\uc640 \uc885\ub958\ub97c \ub3d9\uc2dc\uc5d0 \uc608\uce21\ud558\ub294 \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uae30\uc874\uc758 \uac1d\uccb4 \uac80\ucd9c \uc54c\uace0\ub9ac\uc998\ub4e4\uc774 \uc774\ubbf8\uc9c0\ub97c \uc5ec\ub7ec \ubd80\ubd84\uc73c\ub85c \ub098\ub208 \ud6c4 \uac01\uac01\uc758 \ubd80\ubd84\uc5d0 \ub300\ud574 \ud074\ub798\uc2a4\ub97c \uc608\uce21\ud558\ub358 \ubc29\uc2dd\uacfc\ub294 \ub2ec\ub9ac, YOLO\ub294 \uc804\uccb4 \uc774\ubbf8\uc9c0\ub97c \ud1b5\ud574 \uac1d\uccb4\ub97c \uc778\uc2dd\ud569\ub2c8\ub2e4. \uc774 \uc7a5\uc5d0\uc11c\ub294 YOLO\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \ud568\uaed8 … \ub354 \ubcf4\uae30 “YOLO \ubaa8\ub378\ub85c \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc791\ud558\uae30, YOLO \ucd9c\ub825 \ud6c4\ucc98\ub9ac \ube44\ucd5c\ub300 \uc5b5\uc81c(NMS) \uae30\ubc95 \uc124\uba85\uacfc \uc801\uc6a9 \ubc29\ubc95”<\/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-38905","post","type-post","status-publish","format-standard","hentry","category-yolo"],"yoast_head":"\nYOLO \ubaa8\ub378\ub85c \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc791\ud558\uae30, YOLO \ucd9c\ub825 \ud6c4\ucc98\ub9ac \ube44\ucd5c\ub300 \uc5b5\uc81c(NMS) \uae30\ubc95 \uc124\uba85\uacfc \uc801\uc6a9 \ubc29\ubc95 - \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\/38905\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"YOLO \ubaa8\ub378\ub85c \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc791\ud558\uae30, YOLO \ucd9c\ub825 \ud6c4\ucc98\ub9ac \ube44\ucd5c\ub300 \uc5b5\uc81c(NMS) \uae30\ubc95 \uc124\uba85\uacfc \uc801\uc6a9 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \uac80\ucd9c \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc778\uae30 \uc788\ub294 \uc54c\uace0\ub9ac\uc998 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. YOLO\ub294 \uc774\ubbf8\uc9c0\ub97c \ub2e8\uc77c \ub124\ud2b8\uc6cc\ud06c\uc5d0\uc11c \ucc98\ub9ac\ud558\uc5ec \uac1d\uccb4\uc758 \uc704\uce58\uc640 \uc885\ub958\ub97c \ub3d9\uc2dc\uc5d0 \uc608\uce21\ud558\ub294 \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uae30\uc874\uc758 \uac1d\uccb4 \uac80\ucd9c \uc54c\uace0\ub9ac\uc998\ub4e4\uc774 \uc774\ubbf8\uc9c0\ub97c \uc5ec\ub7ec \ubd80\ubd84\uc73c\ub85c \ub098\ub208 \ud6c4 \uac01\uac01\uc758 \ubd80\ubd84\uc5d0 \ub300\ud574 \ud074\ub798\uc2a4\ub97c \uc608\uce21\ud558\ub358 \ubc29\uc2dd\uacfc\ub294 \ub2ec\ub9ac, YOLO\ub294 \uc804\uccb4 \uc774\ubbf8\uc9c0\ub97c \ud1b5\ud574 \uac1d\uccb4\ub97c \uc778\uc2dd\ud569\ub2c8\ub2e4. \uc774 \uc7a5\uc5d0\uc11c\ub294 YOLO\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \ud568\uaed8 … \ub354 \ubcf4\uae30 "YOLO \ubaa8\ub378\ub85c \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc791\ud558\uae30, YOLO \ucd9c\ub825 \ud6c4\ucc98\ub9ac \ube44\ucd5c\ub300 \uc5b5\uc81c(NMS) \uae30\ubc95 \uc124\uba85\uacfc \uc801\uc6a9 \ubc29\ubc95"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/38905\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-02T01:39:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:43:00+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\/38905\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38905\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"YOLO \ubaa8\ub378\ub85c \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc791\ud558\uae30, YOLO \ucd9c\ub825 \ud6c4\ucc98\ub9ac \ube44\ucd5c\ub300 \uc5b5\uc81c(NMS) \uae30\ubc95 \uc124\uba85\uacfc \uc801\uc6a9 \ubc29\ubc95\",\"datePublished\":\"2024-11-02T01:39:57+00:00\",\"dateModified\":\"2024-11-26T06:43:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38905\/\"},\"wordCount\":55,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"YOLO\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/38905\/\",\"url\":\"https:\/\/atmokpo.com\/w\/38905\/\",\"name\":\"YOLO \ubaa8\ub378\ub85c \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc791\ud558\uae30, YOLO \ucd9c\ub825 \ud6c4\ucc98\ub9ac \ube44\ucd5c\ub300 \uc5b5\uc81c(NMS) \uae30\ubc95 \uc124\uba85\uacfc \uc801\uc6a9 \ubc29\ubc95 - 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