{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ORB detektor használata OpenCV-ben\n", "\n", "Ebben a leckében áttekintjük, hogyan használhatjuk az ORB detektort jellemzőpontok kereséséhez és leírásához. A Harris és a Shi-Tomasi sarokdetektorhoz képest itt az egyik legfontosabb különbség, hogy nem csupán a jellemzőpont helyét határozza meg a detektor, hanem a pontok egy *leírása* (tulajdonsága) is meghatározhatól. Ezen leírók alapján az egyes pontok megkülönböztethetők. \n", "\n", "## Az ORB detektor és leíró\n", "\n", "A jellemződetektor alapját egy orientációt figyelembe vevő [FAST detektor](https://en.wikipedia.org/wiki/Features_from_accelerated_segment_test) képezi, amelynek lényege, hogy egy 16 pontból álló kört vizsgál minden pixel körül, és amennyiben ezen 16 pixelből $N$ pixel világosabb, mint a kör közepén lévő pixel + egy küszöbérték, vagy pedig sötétebb, mint a centrális pixel - egy küszöbérték, akkor a centrális pixel sarokpontnak tekinthető. \n", "\n", "A jellemzőpont leírását egy [BRIEF](https://www.cs.ubc.ca/~lowe/525/papers/calonder_eccv10.pdf) bináris leíró bitsorozattal adja meg. \n", "\n", "Az ORB detektor és leíró részletese bemutatása [Ethan Rublee és szerzőtársai közleményében](http://www.willowgarage.com/sites/default/files/orb_final.pdf) olvasható.\n", "\n", "Az ORB detektor előnye a SIFT és SURF detektorokkal szemben az, hogy szabadon használható mint oktatási, kutatási mind pedig ipari, kereskedelmi célokra. \n", "\n", "## Az ORB detektor használata az OpenCV függvénykönyvtárral\n", "\n", "Az OpenCV-ben megvalósított ORB detektor a FAST vagy Harris sarokdetektort [többszintű képpiramison](https://www.tankonyvtar.hu/hu/tartalom/tamop412A/2011-0063_15_gepi_latas/ch07.html) futtatja végig. Elsőrendű momentumok alapján meghatározza az orientációt és egy BRIEF leíró segítségével elkészíti a jellemzőpont leírását. \n", "\n", "Az ORB detektor az *ORB* osztály *create* (Python-ban *cv.ORB_create*) függvénye hozza létre. A detektor beállítható paraméterei az alábbiak:\n", "* **nfeatures**: hány darab jellemzőpontot szeretnénk maximálisan kapni eredményül\n", "* **scaleFactor**: ez a képpiramis skálafaktora\n", "* **nlevels**: a képpiramis szintjeinek a száma\n", "* **edgeThreshold**: egy küszöbérték, amely a sarkosságra vonatkozik (mennyire erős éleket vegyen figyelembe)\n", "* **firstLevel**: a képpiramis első szintje ahol a detekció megkezdődik\n", "* **WTA_k**: a pontok száma, amely alapján a BRIEF leíró elkészíti a leírást. \n", "* **scoreType**: be lehet állítani, hogy a Harris vagy a FAST sarokdetektort hasznájuk \n", "* **patchSize**: a sarokpont környezetének figyelembe vett mérete a BRIEF leírás készítésétésekor\n", "\n", "# Példaprogram az ORB detektor használatához\n", "\n", "Az alábbi példában áttekintjük az ORB detektor használatát. Megjegyzendő, hogy sok más jellemződetektor használata hasonlóképpen használható. \n", "\n", "A példa az alábbi lépésekből áll: \n", "1. Egy kép beolvasása.\n", "2. A képet szürkeárnyalatossá konvertáljuk.\n", "3. Létrehozzuk a jellemződetektort. \n", "4. Jellemzőpontokat (kulcspontokat) detektálunk a szürkeárnyalatos képen.\n", "5. Kiszámoljuk a jellemzőpontokhoz (kulcspontokhoz) leírókat.\n", "6. Kirajzoljuk a képre a detektált jellemzőpontokat. \n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import cv2\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "\n", "\n", "SOURCE_IMAGE='lisbon1.jpg'\n", "OUTPUT_IMAGE='orb_lisbon1.jpg'\n", "\n", "## kép beolvasása\n", "img = cv2.imread(SOURCE_IMAGE);\n", "\n", "## a képet szürkeárnyalatossá konvertáljuk\n", "gray_img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n", "\n", "## jellemzőpontok detektálása\n", "nFeaturePoints = 1000\n", "patchSize = 10\n", "scroreType = cv2.ORB_FAST_SCORE\n", "orb = cv2.ORB_create(nfeatures=nFeaturePoints, scoreType=scroreType, patchSize=patchSize)\n", "keypoints = orb.detect(gray_img)\n", "\n", "## kulcspont leírók számítása\n", "keypoints, descriptors = orb.compute(gray_img, keypoints)\n", "\n", "## kulcspontok kirajzolása\n", "out_img = cv2.drawKeypoints(gray_img, keypoints, descriptors, color=(255, 0, 255), flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\n", "\n", "cv2.imwrite(OUTPUT_IMAGE, out_img)\n", "plt.imshow(out_img);\n", "plt.title(OUTPUT_IMAGE)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }