From ab343fcf19012f132e2b1e4cf945c226b2148669 Mon Sep 17 00:00:00 2001 From: Jakub Pokrywka Date: Tue, 2 Aug 2022 17:26:58 +0000 Subject: [PATCH] yolov5s6 not pretrained 1280size --- code/code-merge-v6-no-pretrained/1_train.sh | 1 + .../2_prediction.sh | 6 + .../3_create_sub.sh | 10 + .../4_create_sub_files.py | 10 + code/code-merge-v6-no-pretrained/cfg.yaml | 9 + .../change_to_nonrelative.py | 49 + .../labels_list.py | 1 + dev-0/out.tsv | 430 ++--- test-A/out.tsv | 1424 ++++++++--------- 9 files changed, 1013 insertions(+), 927 deletions(-) create mode 100644 code/code-merge-v6-no-pretrained/1_train.sh create mode 100644 code/code-merge-v6-no-pretrained/2_prediction.sh create mode 100644 code/code-merge-v6-no-pretrained/3_create_sub.sh create mode 100644 code/code-merge-v6-no-pretrained/4_create_sub_files.py create mode 100644 code/code-merge-v6-no-pretrained/cfg.yaml create mode 100644 code/code-merge-v6-no-pretrained/change_to_nonrelative.py create mode 100644 code/code-merge-v6-no-pretrained/labels_list.py diff --git a/code/code-merge-v6-no-pretrained/1_train.sh b/code/code-merge-v6-no-pretrained/1_train.sh new file mode 100644 index 0000000..da23d66 --- /dev/null +++ b/code/code-merge-v6-no-pretrained/1_train.sh @@ -0,0 +1 @@ +python ~/yolov5/train.py --img 1280 --project merge --name run --batch 64 --epochs 300 --data cfg.yaml --weights 'yolov5s6.pt' --cfg yolov5s.yaml --cache ram diff --git a/code/code-merge-v6-no-pretrained/2_prediction.sh b/code/code-merge-v6-no-pretrained/2_prediction.sh new file mode 100644 index 0000000..953372f --- /dev/null +++ b/code/code-merge-v6-no-pretrained/2_prediction.sh @@ -0,0 +1,6 @@ +python ~/yolov5/detect.py --source ../../dev-0-dataset/images --weights ./merge/run/weights/best.pt --name dev-0 --project predictions --save-txt --max-det 50 --save-conf \ + --conf-thres 0.2 --img 1280 + +python ~/yolov5/detect.py --source ../../test-A-dataset/images --weights ./merge/run/weights/best.pt --name test-A --project predictions --save-txt --max-det 50 --save-conf \ + --conf-thres 0.2 --img 1280 + diff --git a/code/code-merge-v6-no-pretrained/3_create_sub.sh b/code/code-merge-v6-no-pretrained/3_create_sub.sh new file mode 100644 index 0000000..76ff290 --- /dev/null +++ b/code/code-merge-v6-no-pretrained/3_create_sub.sh @@ -0,0 +1,10 @@ +for i in ./predictions/dev-0/labels/*txt ;do + python change_to_nonrelative.py $i $i-nonrelative & +done +wait + + +for i in ./predictions/test-A/labels/*txt ; do + python change_to_nonrelative.py $i $i-nonrelative & +done +wait diff --git a/code/code-merge-v6-no-pretrained/4_create_sub_files.py b/code/code-merge-v6-no-pretrained/4_create_sub_files.py new file mode 100644 index 0000000..27ecef3 --- /dev/null +++ b/code/code-merge-v6-no-pretrained/4_create_sub_files.py @@ -0,0 +1,10 @@ +# stworz format pliku wyjsciowego +for d in 'dev-0', 'test-A': + with open(f'../../{d}/in.tsv') as f_in, open(f'../../{d}/out.tsv','w') as f_out: + for line in f_in: + pred_path = f'predictions/{d}/labels/' + line.rstrip().replace('jpg','txt') + '-nonrelative' + try: + s = open(pred_path).read() + f_out.write(s + '\n') + except FileNotFoundError: + f_out.write('\n') diff --git a/code/code-merge-v6-no-pretrained/cfg.yaml b/code/code-merge-v6-no-pretrained/cfg.yaml new file mode 100644 index 0000000..4ec781b --- /dev/null +++ b/code/code-merge-v6-no-pretrained/cfg.yaml @@ -0,0 +1,9 @@ +path: /mnt/gpu_data1/kubapok/news-navigator-annex/news-navigator # dataset root dir +train: train-dataset # train images (relative to 'path') 128 images +val: dev-0-dataset # val images (relative to 'path') 128 images +test: test-A-dataset # test images (optional) + +# Classes +nc: 8 # number of classes + +names: ['photograph', 'illustration', 'map', 'cartoon', 'editorial_cartoon', 'headline', 'advertisement', 'combined'] diff --git a/code/code-merge-v6-no-pretrained/change_to_nonrelative.py b/code/code-merge-v6-no-pretrained/change_to_nonrelative.py new file mode 100644 index 0000000..20b1b39 --- /dev/null +++ b/code/code-merge-v6-no-pretrained/change_to_nonrelative.py @@ -0,0 +1,49 @@ +import sys +import cv2 +from labels_list import labels_list +import subprocess + +im_name = sys.argv[1].split('/')[-1].split('.')[0] + '.jpg' +if 'dev-0' in sys.argv[1]: + im_path = '../../dev-0-dataset/images/' + im_name +elif 'test-A' in sys.argv[1]: + im_path = '../../test-A-dataset/images/' + im_name + +with open(sys.argv[1],'r') as f_in, open(sys.argv[2],'w') as f_out: + refs = [] + + # this is slower than code below + #dims = cv2.imread(im_path).shape + #bashCommand = f'file {im_path}' + #process = subprocess.Popen(bashCommand.split(), stdout=subprocess.PIPE) + #output, error = process.communicate() + #x_total, y_total = str(output).split(', ')[-2].split('x') + #y_total = int(y_total) + #x_total = int(x_total) + + dims = cv2.imread(im_path).shape + bashCommand = f'file {im_path}' + process = subprocess.Popen(bashCommand.split(), stdout=subprocess.PIPE) + output, error = process.communicate() + x_total, y_total = str(output).split(', ')[-2].split('x') + y_total = int(y_total) + x_total = int(x_total) + + + for line_in in f_in: + cls, xcenter, ycenter, xwidth, ywidth, confidence = line_in.rstrip().split(' ') + cls = labels_list[int(cls)] + + + y_total, x_total, _ = dims + xcenter = float(xcenter) * x_total + ycenter = float(ycenter) * y_total + xwidth = float(xwidth) * x_total + ywidth = float(ywidth) * y_total + + xmin = xcenter - xwidth/2 + xmax = xcenter + xwidth/2 + ymin = ycenter - ywidth/2 + ymax = ycenter + ywidth/2 + refs.append(cls + ':' + str(round(xmin)) + ',' + str(round(ymin)) + ',' + str(round(xmax)) + ',' + str(round(ymax))) + f_out.write(' '.join(refs)) diff --git a/code/code-merge-v6-no-pretrained/labels_list.py b/code/code-merge-v6-no-pretrained/labels_list.py new file mode 100644 index 0000000..a822fba --- /dev/null +++ b/code/code-merge-v6-no-pretrained/labels_list.py @@ -0,0 +1 @@ +labels_list = ['photograph', 'illustration', 'map', 'cartoon', 'editorial_cartoon', 'headline', 'advertisement', 'combined'] diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 7255bde..b2296a0 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,215 +1,215 @@ -cartoon:199,4262,900,6071 headline:4391,3736,5780,3922 headline:218,3717,1577,3933 map:199,4279,907,6081 illustration:4402,3758,5823,5634 headline:2311,3542,3683,4289 headline:223,773,1576,1107 headline:5056,2282,5757,2465 cartoon:1557,844,5075,3458 advertisement:213,6050,903,7044 advertisement:4383,5636,5764,7005 headline:5038,743,5739,1287 -advertisement:23,3975,634,4508 advertisement:3362,4281,4740,6591 advertisement:3352,3733,4024,4007 cartoon:1298,386,3359,2405 -headline:4060,2759,4603,2889 headline:3797,6002,4648,6140 advertisement:381,329,2899,3130 headline:2906,811,4628,1076 photograph:2925,2095,4069,3439 advertisement:106,4,3095,6844 headline:2950,4085,4610,4536 -headline:4257,1231,4949,1375 photograph:1490,528,2223,1447 photograph:2791,543,3579,1510 photograph:2171,534,2927,2920 headline:817,4113,1506,4271 headline:1521,5356,2204,5563 headline:2207,4196,2884,4364 headline:143,5876,831,6097 headline:2206,4673,2893,4885 headline:823,3051,1518,3329 headline:2196,2895,2887,3193 advertisement:2880,1910,4928,4239 headline:1519,4699,2202,5004 advertisement:2206,5442,2879,5917 headline:3562,485,4982,997 advertisement:1519,5915,2890,6611 headline:104,477,1499,982 headline:120,3049,818,3534 headline:1503,1463,2188,2017 advertisement:2931,4296,4930,6596 -headline:1634,3397,2298,3585 headline:3696,3848,4397,4051 headline:931,4579,1620,4875 headline:948,5482,1632,5772 headline:2350,5849,3025,6064 headline:3690,2700,4396,2976 headline:1633,4548,2311,4976 headline:1626,2287,2302,2710 headline:2306,2284,2993,2711 headline:2325,4560,3002,4982 headline:247,448,934,1210 headline:4388,401,5060,1182 photograph:955,438,3664,2289 headline:2991,2277,3693,2704 headline:3687,418,4381,1158 advertisement:3005,4471,5095,6693 -headline:2967,7403,3882,7551 cartoon:3909,5897,6535,8989 headline:2095,8087,2961,8248 headline:286,581,3016,944 headline:2991,2567,3908,2740 headline:2978,4759,3882,4918 headline:5730,4651,6628,5119 headline:257,950,1154,1433 photograph:1190,873,2963,3491 headline:243,6291,1146,6784 headline:2974,3596,3907,3934 headline:1135,4652,2046,5137 headline:1143,3530,2037,4013 headline:2050,3535,2977,4029 headline:229,3271,1130,3769 advertisement:3978,551,6639,4613 -photograph:265,389,4066,3169 headline:226,377,4067,708 photograph:1547,2250,2784,3291 advertisement:212,4776,1493,6282 advertisement:224,3021,1503,4828 advertisement:2788,3533,4076,5309 advertisement:1528,3348,2785,6252 advertisement:2788,5298,4067,6215 -advertisement:2277,394,3295,1546 headline:145,7985,1195,8247 editorial_cartoon:4381,1117,6583,2588 headline:3343,8981,4404,9215 editorial_cartoon:4404,2608,6570,4532 headline:3340,7162,4414,7406 map:4434,4549,6556,6181 headline:3352,5925,4432,6123 headline:3358,5113,4412,5289 map:4417,2565,6568,4573 headline:137,3477,1176,4055 map:4398,1122,6580,2607 advertisement:165,396,2282,3448 advertisement:4406,6180,6564,10303 -headline:1340,914,1997,1012 headline:4154,4898,4826,5030 headline:29,1422,591,1509 headline:1373,5757,2013,5867 map:2742,181,4747,2559 headline:14,2327,623,2421 headline:2029,235,2705,390 headline:23,3402,630,3496 editorial_cartoon:2720,166,4783,2600 headline:42,4691,626,4785 headline:2688,2589,4093,2780 headline:1345,4012,2033,4118 headline:664,5347,1335,5450 headline:624,224,1330,415 -photograph:15,5098,1574,6561 illustration:3279,4867,4721,6560 photograph:2990,2069,4709,4895 photograph:29,3392,2019,5032 photograph:1500,1900,3331,3995 photograph:1697,397,4742,1980 photograph:15,404,1723,3421 -headline:1630,191,2341,326 headline:4540,4785,5213,4907 headline:201,1679,884,1768 headline:2364,196,3048,305 headline:1637,1372,2326,1484 headline:212,3162,893,3306 headline:4509,2885,5224,3052 headline:3074,2878,4479,3142 headline:916,193,1625,439 editorial_cartoon:3086,137,5229,2894 -headline:4810,3763,5712,3911 advertisement:4775,733,5675,2414 cartoon:3918,5803,6581,8955 advertisement:5727,4143,6648,4651 photograph:190,893,2010,3567 headline:4787,2596,5696,2951 headline:2081,7393,3005,7754 headline:3895,4956,4820,5301 headline:2050,3555,2946,3919 advertisement:294,8437,1177,8989 headline:158,4030,2038,4550 headline:2057,5299,2979,5665 headline:3865,2779,4784,3130 headline:3858,3882,4808,4233 headline:3857,1797,4780,2153 advertisement:5731,3428,6617,4152 headline:2963,4553,3892,4896 advertisement:246,7725,1153,8434 headline:2992,6796,3917,7280 headline:2981,5711,3896,6066 advertisement:5679,757,6567,2392 headline:2960,2733,3867,3233 headline:2951,722,3846,1550 headline:2038,727,2937,1486 advertisement:4792,4676,6670,5836 -headline:3251,260,3878,425 headline:3248,1605,3888,1774 headline:710,679,1356,850 headline:1997,2439,2631,2617 headline:1365,3598,2650,3794 headline:708,277,1346,457 headline:1348,1654,2604,1829 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