diff --git a/SmallObjectAugmentation/aug.py b/SmallObjectAugmentation/aug.py index 50e18b2f..2ccc8aa0 100644 --- a/SmallObjectAugmentation/aug.py +++ b/SmallObjectAugmentation/aug.py @@ -115,6 +115,7 @@ def copysmallobjects2(image_dir, label_dir, save_base_dir, small_img_dir): for small_img_dirs in small_img_dir: image_bbox = cv2.imread(small_img_dirs) #roi = image_bbox + # TODO roi = suo_fang(image_bbox,area_max=3000,area_min=1500) new_bboxes = random_add_patches2(roi.shape, rescale_labels, image.shape, paste_number=1, iou_thresh=0) diff --git a/SmallObjectAugmentation/crop_img.py b/SmallObjectAugmentation/crop_img.py new file mode 100644 index 00000000..132c822f --- /dev/null +++ b/SmallObjectAugmentation/crop_img.py @@ -0,0 +1,53 @@ +import os +import shutil +from os.path import join +import cv2 +import glob + +root_dir = "./dpjsamplecrop" +save_dir = "./dpjcrops" + +jpg_list = glob.glob(root_dir + "/*.jpg") + + +fo = open("dpj_small.txt", "w") + +for jpg_path in jpg_list: + # jpg_path = jpg_list[3] + txt_path = jpg_path.replace("jpg", "txt") + jpg_name = os.path.basename(jpg_path) + + f = open(txt_path, "r") + + img = cv2.imread(jpg_path) + + height, width, channel = img.shape + + file_contents = f.readlines() + + for num, file_content in enumerate(file_contents): + print(num) + clss, xc, yc, w, h = file_content.split() + xc, yc, w, h = float(xc), float(yc), float(w), float(h) + + xc *= width + yc *= height + w *= width + h *= height + + half_w, half_h = w // 2, h // 2 + + x1, y1 = int(xc - half_w), int(yc - half_h) + x2, y2 = int(xc + half_w), int(yc + half_h) + + crop_img = img[y1:y2, x1:x2] + + new_jpg_name = jpg_name.split('.')[0] + "_crop_" + str(num) + ".jpg" + cv2.imwrite(os.path.join(save_dir, new_jpg_name), crop_img) + # cv2.imshow("croped",crop_img) + # cv2.waitKey(0) + fo.write(os.path.join(save_dir, new_jpg_name)+"\n") + + f.close() + +fo.close() \ No newline at end of file diff --git a/SmallObjectAugmentation/demo.py b/SmallObjectAugmentation/demo.py index c1b91ce1..4c85229e 100644 --- a/SmallObjectAugmentation/demo.py +++ b/SmallObjectAugmentation/demo.py @@ -1,21 +1,23 @@ -import aug as am -import Helpers as hp -from util import * import os +import random from os.path import join + from tqdm import tqdm -import random + +import aug as am +import Helpers as hp +from util import * base_dir = os.getcwd() -save_base_dir = join(base_dir, 'save') +save_base_dir = join(base_dir, 'dpjsave') check_dir(save_base_dir) -imgs_dir = [f.strip() for f in open(join(base_dir, 'train.txt')).readlines()] +imgs_dir = [f.strip() for f in open(join(base_dir, 'dpj_train.txt')).readlines()] labels_dir = hp.replace_labels(imgs_dir) -small_imgs_dir = [f.strip() for f in open(join(base_dir, 'small.txt')).readlines()] +small_imgs_dir = [f.strip() for f in open(join(base_dir, 'dpj_small.txt')).readlines()] random.shuffle(small_imgs_dir) for image_dir, label_dir in tqdm(zip(imgs_dir, labels_dir)): @@ -23,7 +25,7 @@ for x in range(8): if small_imgs_dir == []: #exit() - small_imgs_dir = [f.strip() for f in open(join(base_dir,'small.txt')).readlines()] + small_imgs_dir = [f.strip() for f in open(join(base_dir,'dpj_small.txt')).readlines()] random.shuffle(small_imgs_dir) small_img.append(small_imgs_dir.pop()) am.copysmallobjects2(image_dir, label_dir, save_base_dir,small_img) diff --git a/SmallObjectAugmentation/dpj_small.txt b/SmallObjectAugmentation/dpj_small.txt new file mode 100644 index 00000000..c020cea8 --- /dev/null +++ b/SmallObjectAugmentation/dpj_small.txt @@ -0,0 +1,193 @@ +./dpjcrops\1070_crop_0.jpg +./dpjcrops\109_crop_0.jpg +./dpjcrops\1169_crop_0.jpg +./dpjcrops\117_crop_0.jpg +./dpjcrops\1262_crop_0.jpg +./dpjcrops\1322_crop_0.jpg +./dpjcrops\1392_crop_0.jpg +./dpjcrops\1394_crop_0.jpg +./dpjcrops\1445_crop_0.jpg +./dpjcrops\1507_crop_0.jpg +./dpjcrops\152_crop_0.jpg +./dpjcrops\158_crop_0.jpg +./dpjcrops\1724_crop_0.jpg +./dpjcrops\1728_crop_0.jpg +./dpjcrops\1757_crop_0.jpg +./dpjcrops\1783_crop_0.jpg +./dpjcrops\1790_crop_0.jpg +./dpjcrops\1817_crop_0.jpg +./dpjcrops\1820_crop_0.jpg +./dpjcrops\1822_crop_0.jpg +./dpjcrops\1865_crop_0.jpg +./dpjcrops\1890_crop_0.jpg +./dpjcrops\1890_crop_1.jpg +./dpjcrops\1896_crop_0.jpg +./dpjcrops\1896_crop_1.jpg +./dpjcrops\1919_crop_0.jpg +./dpjcrops\1919_crop_1.jpg +./dpjcrops\192_crop_0.jpg +./dpjcrops\1920_crop_0.jpg +./dpjcrops\1920_crop_1.jpg +./dpjcrops\1939_crop_0.jpg +./dpjcrops\1956_crop_0.jpg +./dpjcrops\1965_crop_0.jpg +./dpjcrops\1976_crop_0.jpg +./dpjcrops\2007_crop_0.jpg +./dpjcrops\2049_crop_0.jpg +./dpjcrops\2050_crop_0.jpg +./dpjcrops\2131_crop_0.jpg +./dpjcrops\2146_crop_0.jpg +./dpjcrops\2150_crop_0.jpg +./dpjcrops\2174_crop_0.jpg +./dpjcrops\2185_crop_0.jpg +./dpjcrops\2203_crop_0.jpg +./dpjcrops\2216_crop_0.jpg +./dpjcrops\2223_crop_0.jpg +./dpjcrops\2253_crop_0.jpg +./dpjcrops\2254_crop_0.jpg +./dpjcrops\2276_crop_0.jpg +./dpjcrops\2277_crop_0.jpg +./dpjcrops\2277_crop_1.jpg +./dpjcrops\2290_crop_0.jpg +./dpjcrops\2305_crop_0.jpg +./dpjcrops\2310_crop_0.jpg +./dpjcrops\2330_crop_0.jpg +./dpjcrops\2361_crop_0.jpg +./dpjcrops\2501_crop_0.jpg +./dpjcrops\254_crop_0.jpg +./dpjcrops\258_crop_0.jpg +./dpjcrops\260_crop_0.jpg +./dpjcrops\2659_crop_0.jpg +./dpjcrops\274_crop_0.jpg +./dpjcrops\276_crop_0.jpg +./dpjcrops\288_crop_0.jpg +./dpjcrops\293_crop_0.jpg +./dpjcrops\3017_crop_0.jpg +./dpjcrops\307_crop_0.jpg +./dpjcrops\3114_crop_0.jpg +./dpjcrops\321_crop_0.jpg +./dpjcrops\3267_crop_0.jpg +./dpjcrops\3267_crop_1.jpg +./dpjcrops\3267_crop_2.jpg +./dpjcrops\3267_crop_3.jpg +./dpjcrops\3267_crop_4.jpg +./dpjcrops\3268_crop_0.jpg +./dpjcrops\3269_010_crop_0.jpg +./dpjcrops\3269_010_crop_1.jpg +./dpjcrops\3269_010_crop_2.jpg +./dpjcrops\3269_010_crop_3.jpg +./dpjcrops\3269_010_crop_4.jpg +./dpjcrops\3270_crop_0.jpg +./dpjcrops\3271_crop_0.jpg +./dpjcrops\3271_crop_1.jpg +./dpjcrops\3271_crop_2.jpg +./dpjcrops\3271_crop_3.jpg +./dpjcrops\3272_crop_0.jpg +./dpjcrops\3273_crop_0.jpg +./dpjcrops\3274_crop_0.jpg +./dpjcrops\3274_crop_1.jpg +./dpjcrops\3274_crop_2.jpg +./dpjcrops\3274_crop_3.jpg +./dpjcrops\3274_crop_4.jpg +./dpjcrops\3275_crop_0.jpg +./dpjcrops\3276_crop_0.jpg +./dpjcrops\3277_crop_0.jpg +./dpjcrops\3277_crop_1.jpg +./dpjcrops\3277_crop_2.jpg +./dpjcrops\3277_crop_3.jpg +./dpjcrops\3278_crop_0.jpg +./dpjcrops\3279_crop_0.jpg +./dpjcrops\3280_crop_0.jpg +./dpjcrops\3281_crop_0.jpg +./dpjcrops\3281_026_crop_0.jpg +./dpjcrops\3282_crop_0.jpg +./dpjcrops\3282_crop_1.jpg +./dpjcrops\3282_crop_2.jpg +./dpjcrops\3282_crop_3.jpg +./dpjcrops\3283_09_crop_0.jpg +./dpjcrops\3284_crop_0.jpg +./dpjcrops\3287_crop_0.jpg +./dpjcrops\3287_crop_1.jpg +./dpjcrops\3287_crop_2.jpg +./dpjcrops\3287_crop_3.jpg +./dpjcrops\3287_crop_4.jpg +./dpjcrops\3287_crop_5.jpg +./dpjcrops\3287_crop_6.jpg +./dpjcrops\3287_crop_7.jpg +./dpjcrops\3288_crop_0.jpg +./dpjcrops\3289_05_crop_0.jpg +./dpjcrops\3293_crop_0.jpg +./dpjcrops\3294_crop_0.jpg +./dpjcrops\3295_crop_0.jpg +./dpjcrops\3298_crop_0.jpg +./dpjcrops\3299_crop_0.jpg +./dpjcrops\3300_crop_0.jpg +./dpjcrops\3306_crop_0.jpg +./dpjcrops\3307_crop_0.jpg +./dpjcrops\3309_crop_0.jpg +./dpjcrops\3310_crop_0.jpg +./dpjcrops\3312_crop_0.jpg +./dpjcrops\3313_crop_0.jpg +./dpjcrops\3316_crop_0.jpg +./dpjcrops\3318_crop_0.jpg +./dpjcrops\3320_crop_0.jpg +./dpjcrops\3321_crop_0.jpg +./dpjcrops\3322_crop_0.jpg +./dpjcrops\3324_crop_0.jpg +./dpjcrops\3326_crop_0.jpg +./dpjcrops\3329_crop_0.jpg +./dpjcrops\3333_crop_0.jpg +./dpjcrops\3340_crop_0.jpg +./dpjcrops\335_crop_0.jpg +./dpjcrops\3355_crop_0.jpg +./dpjcrops\3388_crop_0.jpg +./dpjcrops\3389_crop_0.jpg +./dpjcrops\3390_crop_0.jpg +./dpjcrops\3405_crop_0.jpg +./dpjcrops\3410_crop_0.jpg +./dpjcrops\3419_crop_0.jpg +./dpjcrops\3432_crop_0.jpg +./dpjcrops\349_crop_0.jpg +./dpjcrops\3499_crop_0.jpg +./dpjcrops\3499_crop_1.jpg +./dpjcrops\3502_crop_0.jpg +./dpjcrops\3502_crop_1.jpg +./dpjcrops\3507_crop_0.jpg +./dpjcrops\3508_crop_0.jpg +./dpjcrops\3508_crop_1.jpg +./dpjcrops\3525_crop_0.jpg +./dpjcrops\357_crop_0.jpg +./dpjcrops\3573_crop_0.jpg +./dpjcrops\359_crop_0.jpg +./dpjcrops\3591_crop_0.jpg +./dpjcrops\3600_crop_0.jpg +./dpjcrops\3620_crop_0.jpg +./dpjcrops\3742_crop_0.jpg +./dpjcrops\3760_crop_0.jpg +./dpjcrops\3781_crop_0.jpg +./dpjcrops\3784_crop_0.jpg +./dpjcrops\3817_crop_0.jpg +./dpjcrops\3820_crop_0.jpg +./dpjcrops\3846_crop_0.jpg +./dpjcrops\3886_crop_0.jpg +./dpjcrops\3894_crop_0.jpg +./dpjcrops\393_crop_0.jpg +./dpjcrops\399_crop_0.jpg +./dpjcrops\406_crop_0.jpg +./dpjcrops\426_crop_0.jpg +./dpjcrops\426_crop_1.jpg +./dpjcrops\429_crop_0.jpg +./dpjcrops\488_crop_0.jpg +./dpjcrops\510_crop_0.jpg +./dpjcrops\574_crop_0.jpg +./dpjcrops\576_crop_0.jpg +./dpjcrops\581_crop_0.jpg +./dpjcrops\59_crop_0.jpg +./dpjcrops\594_crop_0.jpg +./dpjcrops\601_crop_0.jpg +./dpjcrops\617_crop_0.jpg +./dpjcrops\68_crop_0.jpg +./dpjcrops\69_crop_0.jpg +./dpjcrops\847_crop_0.jpg +./dpjcrops\992_crop_0.jpg +./dpjcrops\997_crop_0.jpg diff --git a/SmallObjectAugmentation/dpj_train.txt b/SmallObjectAugmentation/dpj_train.txt new file mode 100644 index 00000000..74558ca0 --- /dev/null +++ b/SmallObjectAugmentation/dpj_train.txt @@ -0,0 +1,56 @@ +./dpjsamplecrop\125.jpg +./dpjsamplecrop\193.jpg +./dpjsamplecrop\273.jpg +./dpjsamplecrop\173.jpg +./dpjsamplecrop\194.jpg +./dpjsamplecrop\452.jpg +./dpjsamplecrop\465.jpg +./dpjsamplecrop\505.jpg +./dpjsamplecrop\876.jpg +./dpjsamplecrop\1527.jpg +./dpjsamplecrop\1076.jpg +./dpjsamplecrop\883.jpg +./dpjsamplecrop\1120.jpg +./dpjsamplecrop\1501.jpg +./dpjsamplecrop\717.jpg +./dpjsamplecrop\1118.jpg +./dpjsamplecrop\2124.jpg +./dpjsamplecrop\2233.jpg +./dpjsamplecrop\1869.jpg +./dpjsamplecrop\1976.jpg +./dpjsamplecrop\2019.jpg +./dpjsamplecrop\2213.jpg +./dpjsamplecrop\2067.jpg +./dpjsamplecrop\2032.jpg +./dpjsamplecrop\3046.jpg +./dpjsamplecrop\1903.jpg +./dpjsamplecrop\619.jpg +./dpjsamplecrop\3118.jpg +./dpjsamplecrop\3313_06.jpg +./dpjsamplecrop\16.jpg +./dpjsamplecrop\2189.jpg +./dpjsamplecrop\3296_03.jpg +./dpjsamplecrop\3277.jpg +./dpjsamplecrop\3268.jpg +./dpjsamplecrop\3274.jpg +./dpjsamplecrop\3275.jpg +./dpjsamplecrop\3270.jpg +./dpjsamplecrop\3278.jpg +./dpjsamplecrop\3271.jpg +./dpjsamplecrop\3281.jpg +./dpjsamplecrop\3291.jpg +./dpjsamplecrop\3301.jpg +./dpjsamplecrop\3296.jpg +./dpjsamplecrop\3325.jpg +./dpjsamplecrop\3304.jpg +./dpjsamplecrop\3323.jpg +./dpjsamplecrop\3284.jpg +./dpjsamplecrop\3309.jpg +./dpjsamplecrop\3677.jpg +./dpjsamplecrop\3685.jpg +./dpjsamplecrop\3858.jpg +./dpjsamplecrop\3712.jpg +./dpjsamplecrop\3880.jpg +./dpjsamplecrop\3800.jpg +./dpjsamplecrop\3864.jpg +./dpjsamplecrop\3787.jpg diff --git a/SmallObjectAugmentation/dpjimagetxt/3266.txt b/SmallObjectAugmentation/dpjimagetxt/3266.txt new file mode 100644 index 00000000..7c7b1184 --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3266.txt @@ -0,0 +1 @@ +0 0.5954545454545455 0.23928571428571427 0.05454545454545454 0.07857142857142857 diff --git a/SmallObjectAugmentation/dpjimagetxt/3267.txt b/SmallObjectAugmentation/dpjimagetxt/3267.txt new file mode 100644 index 00000000..3fe3e57c --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3267.txt @@ -0,0 +1,5 @@ +0 0.56171875 0.153125 0.035937500000000004 0.04375 +0 0.95234375 0.12395833333333334 0.026562500000000003 0.04375 +0 0.6570312500000001 0.140625 0.035937500000000004 0.03958333333333333 +0 0.7296875 0.15208333333333332 0.034375 0.041666666666666664 +0 0.846875 0.12395833333333334 0.034375 0.04791666666666666 diff --git a/SmallObjectAugmentation/dpjimagetxt/3268.txt b/SmallObjectAugmentation/dpjimagetxt/3268.txt new file mode 100644 index 00000000..178b335a --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3268.txt @@ -0,0 +1 @@ +0 0.5909090909090908 0.2357142857142857 0.06363636363636363 0.09999999999999999 diff --git a/SmallObjectAugmentation/dpjimagetxt/3269.txt b/SmallObjectAugmentation/dpjimagetxt/3269.txt new file mode 100644 index 00000000..f30bee9e --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3269.txt @@ -0,0 +1,5 @@ +0 0.69453125 0.13958333333333334 0.035937500000000004 0.05 +0 0.88203125 0.11979166666666667 0.0390625 0.05625 +0 0.60078125 0.15416666666666667 0.0390625 0.058333333333333334 +0 0.7671875 0.15208333333333332 0.03125 0.05 +0 0.9851562500000001 0.121875 0.026562500000000003 0.052083333333333336 diff --git a/SmallObjectAugmentation/dpjimagetxt/3270.txt b/SmallObjectAugmentation/dpjimagetxt/3270.txt new file mode 100644 index 00000000..3a2dfe78 --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3270.txt @@ -0,0 +1 @@ +0 0.296 0.354 0.056 0.052000000000000005 diff --git a/SmallObjectAugmentation/dpjimagetxt/3271.txt b/SmallObjectAugmentation/dpjimagetxt/3271.txt new file mode 100644 index 00000000..44e7dfc1 --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3271.txt @@ -0,0 +1,4 @@ +0 0.63828125 0.15416666666666667 0.035937500000000004 0.05 +0 0.8 0.15520833333333334 0.034375 0.03958333333333333 +0 0.73203125 0.14166666666666666 0.0328125 0.04583333333333333 +0 0.9148437500000001 0.12395833333333334 0.0421875 0.04375 diff --git a/SmallObjectAugmentation/dpjimagetxt/3272.txt b/SmallObjectAugmentation/dpjimagetxt/3272.txt new file mode 100644 index 00000000..b035d268 --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3272.txt @@ -0,0 +1 @@ +0 0.302 0.372 0.044 0.048 diff --git a/SmallObjectAugmentation/dpjimagetxt/3273.txt b/SmallObjectAugmentation/dpjimagetxt/3273.txt new file mode 100644 index 00000000..0e3f9c23 --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3273.txt @@ -0,0 +1 @@ +0 0.5931818181818181 0.23928571428571427 0.05909090909090909 0.09285714285714286 diff --git a/SmallObjectAugmentation/dpjimagetxt/3274.txt b/SmallObjectAugmentation/dpjimagetxt/3274.txt new file mode 100644 index 00000000..4dd1bac7 --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3274.txt @@ -0,0 +1,5 @@ +0 0.56171875 0.15416666666666667 0.0328125 0.04583333333333333 +0 0.8453125 0.12083333333333333 0.037500000000000006 0.04583333333333333 +0 0.6585937500000001 0.140625 0.035937500000000004 0.04375 +0 0.7273437500000001 0.15520833333333334 0.0328125 0.04791666666666666 +0 0.9554687500000001 0.12395833333333334 0.0421875 0.04375 diff --git a/SmallObjectAugmentation/dpjimagetxt/3275.txt b/SmallObjectAugmentation/dpjimagetxt/3275.txt new file mode 100644 index 00000000..7077eaa7 --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3275.txt @@ -0,0 +1 @@ +0 0.3 0.372 0.04 0.048 diff --git a/SmallObjectAugmentation/dpjimagetxt/3276.txt b/SmallObjectAugmentation/dpjimagetxt/3276.txt new file mode 100644 index 00000000..aa37144f --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3276.txt @@ -0,0 +1 @@ +0 0.5909090909090908 0.2357142857142857 0.05454545454545454 0.08571428571428572 diff --git a/SmallObjectAugmentation/dpjimagetxt/3277.txt b/SmallObjectAugmentation/dpjimagetxt/3277.txt new file mode 100644 index 00000000..e56e45cc --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3277.txt @@ -0,0 +1,4 @@ +0 0.9046875000000001 0.12083333333333333 0.040625 0.041666666666666664 +0 0.7914062500000001 0.15416666666666667 0.0328125 0.04583333333333333 +0 0.6273437500000001 0.153125 0.035937500000000004 0.03958333333333333 +0 0.7210937500000001 0.14270833333333333 0.0328125 0.04791666666666666 diff --git a/SmallObjectAugmentation/dpjimagetxt/3278.txt b/SmallObjectAugmentation/dpjimagetxt/3278.txt new file mode 100644 index 00000000..504db98f --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3278.txt @@ -0,0 +1 @@ +0 0.296 0.352 0.04 0.048 diff --git a/SmallObjectAugmentation/dpjimagetxt/3279.txt b/SmallObjectAugmentation/dpjimagetxt/3279.txt new file mode 100644 index 00000000..4e48dfa6 --- /dev/null +++ b/SmallObjectAugmentation/dpjimagetxt/3279.txt @@ -0,0 +1 @@ +0 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0.045454545454545456 +0 0.9609507640067911 0.784688995215311 0.06112054329371817 0.08612440191387559 +0 0.37351443123938877 0.7894736842105263 0.07809847198641766 0.07177033492822966 +0 0.7164685908319185 0.6842105263157895 0.07809847198641766 0.08612440191387559 +0 0.8149405772495756 0.65311004784689 0.06112054329371817 0.10047846889952153 +0 0.44482173174872663 0.8899521531100478 0.06112054329371817 0.08612440191387559 +0 0.8981324278438031 0.9078947368421052 0.06112054329371817 0.09330143540669857 +0 0.66723259762309 0.8253588516746411 0.06112054329371817 0.08612440191387559 +0 0.5738539898132428 0.6722488038277512 0.07809847198641766 0.08612440191387559 diff --git a/SmallObjectAugmentation/dpjsave/997_augment.txt b/SmallObjectAugmentation/dpjsave/997_augment.txt new file mode 100644 index 00000000..93a3e086 --- /dev/null +++ b/SmallObjectAugmentation/dpjsave/997_augment.txt @@ -0,0 +1,9 @@ +0 0.7461799660441426 0.5167464114832536 0.03565365025466893 0.04784688995215311 +1 0.9032258064516129 0.7069377990430622 0.06112054329371817 0.09330143540669857 +1 0.7096774193548387 0.6016746411483254 0.07130730050933785 0.09330143540669857 +1 0.466893039049236 0.7511961722488038 0.06112054329371817 0.08612440191387559 +1 0.5679117147707979 0.8373205741626794 0.06621392190152801 0.08612440191387559 +1 0.7504244482173175 0.7727272727272727 0.07130730050933785 0.08612440191387559 +1 0.6027164685908319 0.9258373205741627 0.07130730050933785 0.08612440191387559 +1 0.8387096774193549 0.6650717703349283 0.03735144312393888 0.14354066985645933 +1 0.43463497453310695 0.9138755980861244 0.06112054329371817 0.08612440191387559 diff --git a/SmallObjectAugmentation/sample_10.py b/SmallObjectAugmentation/sample_10.py new file mode 100644 index 00000000..f36c556a --- /dev/null +++ b/SmallObjectAugmentation/sample_10.py @@ -0,0 +1,31 @@ +import os +import shutil +import numpy as np +import random +from os.path import join +save_path = "./dpjsamplecrop" + + + +image_root_dir = r"D:\GitHub\voc2007_for_yolo_torch\images" +label_root_dir = r"D:\GitHub\voc2007_for_yolo_torch\labels" + +fo = open("dpj_train.txt", "w") + +for ids in os.listdir(image_root_dir): + print("ids:%s" % ids) + + dir_image = os.path.join(image_root_dir, ids) + dir_label = os.path.join(label_root_dir, ids) + print(len(os.listdir(dir_image))) + + selected = random.sample(os.listdir(dir_image), 8) + print(selected) + + for s in selected: + fo.write(join(save_path, s)+"\n") + shutil.copy(join(dir_image, s), join(save_path, s)) + s = s.replace("jpg", 'txt') + shutil.copy(join(dir_label, s), join(save_path, s)) + +fo.close() \ No newline at end of file diff --git a/SmallObjectAugmentation/save/img00000_augment.txt b/SmallObjectAugmentation/save/img00000_augment.txt index 3a1a3e41..0522cd26 100644 --- a/SmallObjectAugmentation/save/img00000_augment.txt +++ b/SmallObjectAugmentation/save/img00000_augment.txt @@ -1,13 +1,11 @@ 0 0.2643229166666667 0.13804347826086957 0.015104166666666667 0.03695652173913044 0 0.2830729166666667 0.15 0.011979166666666666 0.017391304347826087 0 0.35104166666666664 0.1782608695652174 0.015625 0.02391304347826087 -1 0.8265625 0.6293478260869565 0.011458333333333333 0.06739130434782609 -1 0.5752604166666666 0.7494565217391305 0.021354166666666667 0.07934782608695652 -1 0.6140625 0.8445652173913044 0.014583333333333334 0.09565217391304348 -1 0.72890625 0.6347826086956522 0.015104166666666667 0.09130434782608696 -1 0.43515624999999997 0.7663043478260869 0.022395833333333334 0.0782608695652174 -1 0.7671875 0.5396739130434782 0.017708333333333333 0.0923913043478261 -1 0.5122395833333333 0.9032608695652175 0.0203125 0.08695652173913043 -1 0.53046875 0.5679347826086957 0.018229166666666668 0.08586956521739131 -1 0.6596354166666667 0.7711956521739131 0.021354166666666667 0.07282608695652174 -1 0.490625 0.8190217391304347 0.01875 0.08804347826086957 +1 0.4453125 0.8472826086956522 0.01875 0.08804347826086957 +1 0.53515625 0.6565217391304348 0.015104166666666667 0.09130434782608696 +1 0.6481770833333333 0.7608695652173914 0.013020833333333334 0.06304347826086956 +1 0.8078124999999999 0.9358695652173913 0.011458333333333333 0.06739130434782609 +1 0.9348958333333334 0.8407608695652175 0.019791666666666666 0.08369565217391305 +1 0.90234375 0.8173913043478261 0.0171875 0.08260869565217391 +1 0.6203125 0.8217391304347826 0.016666666666666666 0.1 +1 0.7927083333333333 0.8472826086956522 0.017708333333333333 0.0923913043478261 diff --git a/SmallObjectAugmentation/save/img00001_augment.txt b/SmallObjectAugmentation/save/img00001_augment.txt index 92105a49..e051969a 100644 --- a/SmallObjectAugmentation/save/img00001_augment.txt +++ b/SmallObjectAugmentation/save/img00001_augment.txt @@ -1,13 +1,11 @@ 0 0.26666666666666666 0.13804347826086957 0.021875 0.043478260869565216 0 0.2830729166666667 0.15380434782608696 0.011979166666666666 0.025 0 0.3494791666666667 0.1782608695652174 0.017708333333333333 0.02391304347826087 -1 0.94296875 0.6923913043478261 0.013020833333333334 0.07608695652173914 -1 0.47031249999999997 0.8630434782608696 0.015625 0.07173913043478261 -1 0.62265625 0.5782608695652174 0.024479166666666666 0.08478260869565217 -1 0.29921875 0.5173913043478261 0.0203125 0.07173913043478261 -1 0.7361979166666667 0.5119565217391304 0.013020833333333334 0.06304347826086956 -1 0.3963541666666667 0.6402173913043478 0.016666666666666666 0.1 -1 0.4236979166666667 0.7717391304347826 0.0171875 0.08260869565217391 -1 0.9356770833333333 0.8913043478260869 0.0203125 0.09782608695652174 -1 0.8783854166666667 0.5608695652173913 0.015104166666666667 0.09130434782608696 -1 0.8260416666666667 0.5233695652173913 0.019791666666666666 0.08369565217391305 +1 0.44895833333333335 0.9347826086956522 0.015625 0.07173913043478261 +1 0.6471354166666666 0.8809782608695652 0.021354166666666667 0.07934782608695652 +1 0.7346354166666667 0.6673913043478261 0.013020833333333334 0.07608695652173914 +1 0.4940104166666667 0.907608695652174 0.0203125 0.08695652173913043 +1 0.46328125 0.7467391304347826 0.015104166666666667 0.09130434782608696 +1 0.69453125 0.8146739130434782 0.018229166666666668 0.08586956521739131 +1 0.50234375 0.7081521739130435 0.021354166666666667 0.07282608695652174 +1 0.5736979166666667 0.7239130434782609 0.022395833333333334 0.0782608695652174 diff --git a/SmallObjectAugmentation/show_img_bbox.py b/SmallObjectAugmentation/show_img_bbox.py new file mode 100644 index 00000000..1be67e86 --- /dev/null +++ b/SmallObjectAugmentation/show_img_bbox.py @@ -0,0 +1,58 @@ +import os +import shutil + +import cv2 +import random +import matplotlib.pyplot as plt + + +def plot_one_box(x, img, color=None, label=None, line_thickness=None): + # Plots one bounding box on image img + tl = line_thickness or round( + 0.001 * (img.shape[0] + img.shape[1]) / 2) + 1 # line thickness + color = color or [random.randint(0, 255) for _ in range(3)] + c1, c2 = (int(x[0]), int(x[1])), (int(x[2]), int(x[3])) + cv2.rectangle(img, c1, c2, color, thickness=tl) + if label: + tf = max(tl - 1, 1) # font thickness + t_size = cv2.getTextSize(label, 0, fontScale=tl / 3, thickness=tf)[0] + c2 = c1[0] + t_size[0], c1[1] - t_size[1] - 3 + cv2.rectangle(img, c1, c2, color, -1) # filled + cv2.putText(img, + label, (c1[0], c1[1] - 2), + 0, + tl / 3, [225, 255, 255], + thickness=tf, + lineType=cv2.LINE_AA) + + +file_contents = "./dpjsave/406_augment.txt" +jpg_path = "./dpjsave/406_augment.jpg" + +img = cv2.imread(jpg_path) + +f = open(file_contents,"r") + +height, width, _ = img.shape + +f_c = f.readlines() + +for line in f_c: + clss, xc, yc, w, h = line.split() + xc, yc, w, h = float(xc), float(yc), float(w), float(h) + + xc *= width + yc *= height + w *= width + h *= height + + half_w, half_h = w // 2, h // 2 + x1, y1 = int(xc - half_w), int(yc - half_h) + x2, y2 = int(xc + half_w), int(yc + half_h) + + c = [x1,y1,x2,y2] + + plot_one_box(c, img) + +cv2.imshow("dimtarget", img) +cv2.waitKey(0) diff --git a/SmallObjectAugmentation/util.py b/SmallObjectAugmentation/util.py index 6512df59..53f98f4a 100644 --- a/SmallObjectAugmentation/util.py +++ b/SmallObjectAugmentation/util.py @@ -109,7 +109,14 @@ def swap(x1, x2): def norm_sampling(search_space): # 随机生成点 search_x_left, search_y_left, search_x_right, search_y_right = search_space + + search_x_left = int(search_x_left) + search_x_right = int(search_x_right) + search_y_left = int(search_y_left) + search_y_right = int(search_y_right) + new_bbox_x_center = random.randint(search_x_left, search_x_right) + # print(search_y_left, search_y_right, '=') new_bbox_y_center = random.randint(search_y_left, search_y_right) return [new_bbox_x_center, new_bbox_y_center] @@ -186,7 +193,10 @@ def random_add_patches2(bbox_img, rescale_boxes, shape, paste_number, iou_thresh center_search_space = sampling_new_bbox_center_point2(shape, bbox_img) # 选取生成随机点区域 success_num = 0 new_bboxes = [] - cl = 1 + cl = 0 + + # print(center_search_space,'+') + while success_num < paste_number: new_bbox_x_center, new_bbox_y_center = norm_sampling(center_search_space) # 随机生成点坐标 if new_bbox_x_center-0.5*bbox_w < 0 or new_bbox_x_center+0.5*bbox_w > img_w: