From: marina.kolpakova Date: Wed, 16 Jan 2013 14:21:47 +0000 (+0400) Subject: caltech ROC test: X-Git-Tag: accepted/tizen/6.0/unified/20201030.111113~4025^2~32 X-Git-Url: http://review.tizen.org/git/?a=commitdiff_plain;h=ca08101f7eb9fbd2245042313a4bbcd5372a6209;p=platform%2Fupstream%2Fopencv.git caltech ROC test: - parse idl - replase option parser with argument parser --- diff --git a/apps/sft/misk/roc-test.py b/apps/sft/misk/roc-test.py deleted file mode 100755 index f4a83cb..0000000 --- a/apps/sft/misk/roc-test.py +++ /dev/null @@ -1,63 +0,0 @@ -#!/usr/bin/env python - -import sys, os, os.path, glob, math, cv2 -from datetime import datetime -from optparse import OptionParser -import numpy - -def draw_rects(img, rects, color): - if rects is None: - return - for x1, y1, x2, y2 in rects: - cv2.rectangle(img, (x1, y1), (x2 + x1, y2 + y1), color, 2) - -if __name__ == "__main__": - parser = OptionParser() - - parser.add_option("-i", "--input", dest="input", type="string", - help="Image sequence pattern.") - - parser.add_option("-c", "--cascade", dest="cascade", metavar="FILE", type="string", - help="Path to the tested detector.") - - parser.add_option("-m", "--min_scale", dest="min_scale", type = "float", - help="Minimum scale to be tested.", default = 0.4) - - parser.add_option("-M", "--max_scale", dest="max_scale", type = "float", - help="Maximum scale to be tested.", default = 5.0) - - parser.add_option("-o", "--output", dest="output", metavar="FILE", type="string", - help="Path to store resultion image.", default="./roc.png") - - parser.add_option("-n", "--nscales", dest="nscales", type="int", - help="Prefered count of scales that should be tested from min to max.", default = 55) - - (options, args) = parser.parse_args() - - if not options.input: - parser.error("Test sequence is requared.") - - if not options.cascade: - parser.error("Xml cascade file is requared.") - - # where we use nms cv::SCascade::DOLLAR == 2 - cascade = cv2.SCascade(options.min_scale, options.max_scale, options.nscales, 2) - xml = cv2.FileStorage(options.cascade, 0) - xml1 = xml.getFirstTopLevelNode() - - cascade.load(xml1) - - camera = cv2.VideoCapture(options.input); - while True: - ret, img = camera.read(); - if not ret: - break; - - rects, confs = cascade.detect(img, rois = None) - - # draw results - if rects is not None: - draw_rects(img, rects[0], (0, 255, 0)) - cv2.imshow("result",img); - if (cv2.waitKey (5) != -1): - break; \ No newline at end of file diff --git a/apps/sft/misk/roc_test.py b/apps/sft/misk/roc_test.py new file mode 100755 index 0000000..0355ca3 --- /dev/null +++ b/apps/sft/misk/roc_test.py @@ -0,0 +1,70 @@ +#!/usr/bin/env python + +import argparse +import sft + +import sys, os, os.path, glob, math, cv2 +from datetime import datetime +import numpy + +def call_parser(f, a): + return eval( "sft.parse_" + f + "('" + a + "')") + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description = 'Plot ROC curve using Caltech mathod of per image detection performance estimation.') + + # positional + parser.add_argument("cascade", help = "Path to the tested detector.") + parser.add_argument("input", help = "Image sequence pattern.") + parser.add_argument("annotations", help = "Path to the annotations.") + + # optional + parser.add_argument("-m", "--min_scale", dest = "min_scale", type = float, metavar= "fl", help = "Minimum scale to be tested.", default = 0.4) + parser.add_argument("-M", "--max_scale", dest = "max_scale", type = float, metavar= "fl", help = "Maximum scale to be tested.", default = 5.0) + parser.add_argument("-o", "--output", dest = "output", type = str, metavar= "path", help = "Path to store resultiong image.", default = "./roc.png") + parser.add_argument("-n", "--nscales", dest = "nscales", type = int, metavar= "n", help = "Prefered count of scales from min to max.", default = 55) + + # required + parser.add_argument("-f", "--anttn-format", dest = "anttn_format", choices = ['inria', 'caltech', "idl"], help = "Annotation file for test sequence.", required = True) + + args = parser.parse_args() + + samples = call_parser(args.anttn_format, args.annotations) + + # where we use nms cv::SCascade::DOLLAR == 2 + cascade = cv2.SCascade(args.min_scale, args.max_scale, args.nscales, 2) + xml = cv2.FileStorage(args.cascade, 0) + dom = xml.getFirstTopLevelNode() + assert cascade.load(dom) + + frame = 0 + pattern = args.input + camera = cv2.VideoCapture(args.input) + while True: + ret, img = camera.read() + if not ret: + break; + + name = pattern % (frame,) + qq = pattern.format(frame) + _, tail = os.path.split(name) + + boxes = samples[tail] + if boxes is not None: + sft.draw_rects(img, boxes, (255, 0, 0), lambda x, y : y) + + frame = frame + 1 + + # sample = samples[] + + + + rects, confs = cascade.detect(img, rois = None) + + # # draw results + if rects is not None: + sft.draw_rects(img, rects[0], (0, 255, 0)) + + cv2.imshow("result", img); + if (cv2.waitKey (5) != -1): + break; \ No newline at end of file diff --git a/apps/sft/misk/sft.py b/apps/sft/misk/sft.py new file mode 100644 index 0000000..6a6e2fe --- /dev/null +++ b/apps/sft/misk/sft.py @@ -0,0 +1,42 @@ +#!/usr/bin/env python + +import cv2, re, glob + +def draw_rects(img, rects, color, l = lambda x, y : x + y): + if rects is not None: + for x1, y1, x2, y2 in rects: + cv2.rectangle(img, (x1, y1), (l(x1, x2), l(y1, y2)), color, 2) + +class Sample: + def __init__(self, bbs, img): + self.image = img + self.bbs = bb + +def parse_inria(ipath, f): + bbs = [] + path = None + for l in f: + box = None + if l.startswith("Bounding box"): + b = [x.strip() for x in l.split(":")[1].split("-")] + c = [x[1:-1].split(",") for x in b] + d = [int(x) for x in sum(c, [])] + bbs.append(d) + + if l.startswith("Image filename"): + path = l.split('"')[-2] + + return Sample(path, bbs) + +def glob_set(pattern): + return [__n for __n in glob.iglob(pattern)] #glob.iglob(pattern) + +# parse ETH idl file +def parse_idl(f): + map = {} + for l in open(f): + l = re.sub(r"^\"left\/", "{\"", l) + l = re.sub(r"\:", ":[", l) + l = re.sub(r"(\;|\.)$", "]}", l) + map.update(eval(l)) + return map \ No newline at end of file