diff --git a/.cometml-runs/37693515df4742adaf483abf20a02017.zip b/.cometml-runs/37693515df4742adaf483abf20a02017.zip new file mode 100644 index 000000000000..c434333dbd1a Binary files /dev/null and b/.cometml-runs/37693515df4742adaf483abf20a02017.zip differ diff --git a/.cometml-runs/b94501f5efb54b979b7618f2c197abe3.zip b/.cometml-runs/b94501f5efb54b979b7618f2c197abe3.zip new file mode 100644 index 000000000000..ebfddd143bfd Binary files /dev/null and b/.cometml-runs/b94501f5efb54b979b7618f2c197abe3.zip differ diff --git a/.cometml-runs/e84ceb65f9a146dd8e17bc7f5dfe1073.zip b/.cometml-runs/e84ceb65f9a146dd8e17bc7f5dfe1073.zip new file mode 100644 index 000000000000..3abb5be0760e Binary files /dev/null and b/.cometml-runs/e84ceb65f9a146dd8e17bc7f5dfe1073.zip differ diff --git a/.cometml-runs/fe426a0c458345d6b959f18e754d3761.zip b/.cometml-runs/fe426a0c458345d6b959f18e754d3761.zip new file mode 100644 index 000000000000..a5796a8c6aac Binary files /dev/null and b/.cometml-runs/fe426a0c458345d6b959f18e754d3761.zip differ diff --git a/Sign-Language-Digits-Dataset-master/LICENSE b/Sign-Language-Digits-Dataset-master/LICENSE new file mode 100644 index 000000000000..40a1b2bfd855 --- /dev/null +++ b/Sign-Language-Digits-Dataset-master/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. + + END OF TERMS AND CONDITIONS + + APPENDIX: How to apply the Apache License to your work. + + To apply the Apache License to your work, attach the following + boilerplate notice, with the fields enclosed by brackets "[]" + replaced with your own identifying information. (Don't include + the brackets!) The text should be enclosed in the appropriate + comment syntax for the file format. We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright 2017 Arda Mavi + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/Sign-Language-Digits-Dataset-master/README.md b/Sign-Language-Digits-Dataset-master/README.md new file mode 100644 index 000000000000..6b95bd11f05a --- /dev/null +++ b/Sign-Language-Digits-Dataset-master/README.md @@ -0,0 +1,32 @@ +# Sign Language Digits Dataset +### By ***[Turkey Ankara Ayrancı Anadolu High School](http://ayrancianadolu.meb.k12.tr)*** Students + +#### Turkey Ankara Ayrancı Anadolu High School's Sign Language Digits Dataset +This dataset is prepared by our school students. + +### Dataset Preview: + +|||||| +|:-:|:-:|:-:|:-:|:-:| +|0|1|2|3|4| +|||||| +|5|6|7|8|9| + +### Details of datasets: +- Image size: 100 x 100 pixels +- Color space: RGB +- Number of classes: 10 (Digits: 0-9) +- Number of participant students: 218 +- Number of samples per student: 10 + +## Project Executives: +## Zeynep Dikle & Arda Mavi +Turkey Ankara Ayrancı Anadolu High School Students + +# For Development: +### Processing Dataset: +For processing the dataset, look up Arda Mavi's GitHub Gist: [gist.github.com/ardamavi/get_dataset.py](https://gist.github.com/ardamavi/a7d06ff8a315308771c70006cf494d69) + +## Cite as: +If you would like to use the data in research projects, please cite the following:
+Mavi, A., (2020), “A New Dataset and Proposed Convolutional Neural Network Architecture for Classification of American Sign Language Digits”, arXiv:2011.08927 [cs.CV] diff --git a/json_to_txt.py b/json_to_txt.py new file mode 100644 index 000000000000..288934cee424 --- /dev/null +++ b/json_to_txt.py @@ -0,0 +1,53 @@ +import json +import os + +name2id = {'0': 0, '1': 1, '2': 2, '3': 3, '4': 4, + '5': 5, '6': 6, '7': 7, '8': 8, '9': 9} # 标签名称 + + +def convert(img_size, box): + dw = 1. / (img_size[0]) + dh = 1. / (img_size[1]) + x = (box[0] + box[2]) / 2.0 - 1 + y = (box[1] + box[3]) / 2.0 - 1 + w = box[2] - box[0] + h = box[3] - box[1] + x = x * dw + w = w * dw + y = y * dh + h = h * dh + return (x, y, w, h) + + +def decode_json(json_floder_path, json_name): + txt_name = 'E:\\school\\bishe\\yolov5-gesture\\sign_language\\labels\\train\\' + json_name[0:-5] + '.txt' + # 存放txt的绝对路径 + txt_file = open(txt_name, 'w') + + json_path = os.path.join(json_floder_path, json_name) + data = json.load(open(json_path, 'r', encoding='gb2312', errors='ignore')) + + img_w = data['imageWidth'] + img_h = data['imageHeight'] + + for i in data['shapes']: + + label_name = i['label'] + if (i['shape_type'] == 'rectangle'): + x1 = int(i['points'][0][0]) + y1 = int(i['points'][0][1]) + x2 = int(i['points'][1][0]) + y2 = int(i['points'][1][1]) + + bb = (x1, y1, x2, y2) + bbox = convert((img_w, img_h), bb) + txt_file.write(str(name2id[label_name]) + " " + " ".join([str(a) for a in bbox]) + '\n') + + +if __name__ == "__main__": + + json_floder_path = 'E:\\school\\bishe\\yolov5-gesture\\Sign-Language-Digits-Dataset-master\\Dataset\\json' + # 存放json的文件夹的绝对路径 + json_names = os.listdir(json_floder_path) + for json_name in json_names: + decode_json(json_floder_path, json_name) \ No newline at end of file diff --git a/sign_language/datasets/labels/train/1.txt b/sign_language/datasets/labels/train/1.txt new file mode 100644 index 000000000000..a6a294d9004f --- /dev/null +++ b/sign_language/datasets/labels/train/1.txt @@ -0,0 +1 @@ +1 0.586328125 0.5213825424721734 0.54453125 0.619800820152314 diff --git a/sign_language/datasets/labels/train/1398948FEA1326379A11E27C30FD0848.txt b/sign_language/datasets/labels/train/1398948FEA1326379A11E27C30FD0848.txt new file mode 100644 index 000000000000..0b8822b19f29 --- /dev/null +++ b/sign_language/datasets/labels/train/1398948FEA1326379A11E27C30FD0848.txt @@ -0,0 +1 @@ +3 0.5176638176638176 0.5438034188034188 0.5897435897435898 0.5115384615384615 diff --git a/sign_language/datasets/labels/train/1A34B97C20572C49326AE610F485728A.txt b/sign_language/datasets/labels/train/1A34B97C20572C49326AE610F485728A.txt new file mode 100644 index 000000000000..329a1cb330e2 --- /dev/null +++ b/sign_language/datasets/labels/train/1A34B97C20572C49326AE610F485728A.txt @@ -0,0 +1 @@ +1 0.5455840455840455 0.42094017094017094 0.3834757834757834 0.4623931623931624 diff --git a/sign_language/datasets/labels/train/2.txt 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a/sign_language/datasets/labels/train/IMG_4494.txt b/sign_language/datasets/labels/train/IMG_4494.txt new file mode 100644 index 000000000000..3f2d0040d5c0 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_4494.txt @@ -0,0 +1 @@ +8 0.52 0.51 0.48 0.84 diff --git a/sign_language/datasets/labels/train/IMG_4495.txt b/sign_language/datasets/labels/train/IMG_4495.txt new file mode 100644 index 000000000000..73f387c5173e --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_4495.txt @@ -0,0 +1 @@ +9 0.49 0.485 0.52 0.81 diff --git a/sign_language/datasets/labels/train/IMG_4496.txt b/sign_language/datasets/labels/train/IMG_4496.txt new file mode 100644 index 000000000000..e5f99d328479 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_4496.txt @@ -0,0 +1 @@ +0 0.36 0.55 0.46 0.62 diff --git a/sign_language/datasets/labels/train/IMG_4497.txt b/sign_language/datasets/labels/train/IMG_4497.txt new file mode 100644 index 000000000000..44fa1f943e34 --- /dev/null +++ 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new file mode 100644 index 000000000000..0ff8a5c8effb --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_4535.txt @@ -0,0 +1 @@ +2 0.46 0.52 0.5 0.86 diff --git a/sign_language/datasets/labels/train/IMG_4536.txt b/sign_language/datasets/labels/train/IMG_4536.txt new file mode 100644 index 000000000000..070a4c0aeb30 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_4536.txt @@ -0,0 +1 @@ +3 0.53 0.515 0.64 0.89 diff --git a/sign_language/datasets/labels/train/IMG_4537.txt b/sign_language/datasets/labels/train/IMG_4537.txt new file mode 100644 index 000000000000..102e9af06424 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_4537.txt @@ -0,0 +1 @@ +4 0.47000000000000003 0.495 0.6 0.91 diff --git a/sign_language/datasets/labels/train/IMG_4538.txt b/sign_language/datasets/labels/train/IMG_4538.txt new file mode 100644 index 000000000000..549b5bda6292 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_4538.txt @@ -0,0 +1 @@ +5 0.515 0.515 0.73 0.85 diff 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000000000000..24328a87f0cc --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_4866.txt @@ -0,0 +1 @@ +0 0.53 0.42 0.46 0.58 diff --git a/sign_language/datasets/labels/train/IMG_4867.txt b/sign_language/datasets/labels/train/IMG_4867.txt new file mode 100644 index 000000000000..874b6e03ad9d --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_4867.txt @@ -0,0 +1 @@ +1 0.455 0.495 0.47000000000000003 0.8300000000000001 diff --git a/sign_language/datasets/labels/train/IMG_4868.txt b/sign_language/datasets/labels/train/IMG_4868.txt new file mode 100644 index 000000000000..65004c9c3b89 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_4868.txt @@ -0,0 +1 @@ +2 0.435 0.46 0.45 0.84 diff --git a/sign_language/datasets/labels/train/IMG_4869.txt b/sign_language/datasets/labels/train/IMG_4869.txt new file mode 100644 index 000000000000..2dac7e4fa859 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_4869.txt @@ -0,0 +1 @@ +3 0.555 0.45 0.61 0.78 diff --git 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a/sign_language/datasets/labels/train/IMG_5590.txt b/sign_language/datasets/labels/train/IMG_5590.txt new file mode 100644 index 000000000000..d71dc5b5867d --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5590.txt @@ -0,0 +1 @@ +8 0.46 0.555 0.62 0.79 diff --git a/sign_language/datasets/labels/train/IMG_5591.txt b/sign_language/datasets/labels/train/IMG_5591.txt new file mode 100644 index 000000000000..9c506b811129 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5591.txt @@ -0,0 +1 @@ +9 0.53 0.495 0.66 0.89 diff --git a/sign_language/datasets/labels/train/IMG_5592.txt b/sign_language/datasets/labels/train/IMG_5592.txt new file mode 100644 index 000000000000..f1471f9edee5 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5592.txt @@ -0,0 +1 @@ +0 0.5700000000000001 0.62 0.62 0.64 diff --git a/sign_language/datasets/labels/train/IMG_5593.txt b/sign_language/datasets/labels/train/IMG_5593.txt new file mode 100644 index 000000000000..d80b2edec78a --- 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000000000000..77ee915d272e --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5973.txt @@ -0,0 +1 @@ +2 0.45 0.555 0.46 0.81 diff --git a/sign_language/datasets/labels/train/IMG_5974.txt b/sign_language/datasets/labels/train/IMG_5974.txt new file mode 100644 index 000000000000..fda773eea51e --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5974.txt @@ -0,0 +1 @@ +3 0.58 0.55 0.8 0.8 diff --git a/sign_language/datasets/labels/train/IMG_5975.txt b/sign_language/datasets/labels/train/IMG_5975.txt new file mode 100644 index 000000000000..24193b52e4de --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5975.txt @@ -0,0 +1 @@ +4 0.44 0.545 0.6 0.8300000000000001 diff --git a/sign_language/datasets/labels/train/IMG_5976.txt b/sign_language/datasets/labels/train/IMG_5976.txt new file mode 100644 index 000000000000..c87ef9cb07e2 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5976.txt @@ -0,0 +1 @@ +5 0.535 0.53 0.87 0.78 diff --git a/sign_language/datasets/labels/train/IMG_5977.txt b/sign_language/datasets/labels/train/IMG_5977.txt new file mode 100644 index 000000000000..a54bc9bd0140 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5977.txt @@ -0,0 +1 @@ +6 0.48 0.525 0.54 0.8300000000000001 diff --git a/sign_language/datasets/labels/train/IMG_5978.txt b/sign_language/datasets/labels/train/IMG_5978.txt new file mode 100644 index 000000000000..0b0d1bb43527 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5978.txt @@ -0,0 +1 @@ +7 0.43402777777777773 0.5431547619047619 0.6517857142857143 0.8746693121693121 diff --git a/sign_language/datasets/labels/train/IMG_5979.txt b/sign_language/datasets/labels/train/IMG_5979.txt new file mode 100644 index 000000000000..bb5d056739b9 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5979.txt @@ -0,0 +1 @@ +8 0.45 0.52 0.66 0.8 diff --git a/sign_language/datasets/labels/train/IMG_5980.txt b/sign_language/datasets/labels/train/IMG_5980.txt new file mode 100644 index 000000000000..468bb7d434f8 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5980.txt @@ -0,0 +1 @@ +9 0.505 0.515 0.6900000000000001 0.8300000000000001 diff --git a/sign_language/datasets/labels/train/IMG_5981.txt b/sign_language/datasets/labels/train/IMG_5981.txt new file mode 100644 index 000000000000..7d7c19f6340d --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5981.txt @@ -0,0 +1 @@ +0 0.435 0.485 0.53 0.77 diff --git a/sign_language/datasets/labels/train/IMG_5982.txt b/sign_language/datasets/labels/train/IMG_5982.txt new file mode 100644 index 000000000000..24cc6403ed7e --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5982.txt @@ -0,0 +1 @@ +1 0.495 0.485 0.63 0.93 diff --git a/sign_language/datasets/labels/train/IMG_5983.txt b/sign_language/datasets/labels/train/IMG_5983.txt new file mode 100644 index 000000000000..f97e3395089d --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5983.txt @@ -0,0 +1 @@ +2 0.52 0.495 0.56 0.89 diff --git a/sign_language/datasets/labels/train/IMG_5984.txt b/sign_language/datasets/labels/train/IMG_5984.txt new file mode 100644 index 000000000000..322ec34ffc9a --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5984.txt @@ -0,0 +1 @@ +3 0.58 0.51 0.78 0.92 diff --git a/sign_language/datasets/labels/train/IMG_5985.txt b/sign_language/datasets/labels/train/IMG_5985.txt new file mode 100644 index 000000000000..2c1432529a96 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5985.txt @@ -0,0 +1 @@ +4 0.49 0.495 0.6 0.85 diff --git a/sign_language/datasets/labels/train/IMG_5986.txt b/sign_language/datasets/labels/train/IMG_5986.txt new file mode 100644 index 000000000000..402e86072a9a --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5986.txt @@ -0,0 +1 @@ +5 0.56 0.485 0.8 0.85 diff --git a/sign_language/datasets/labels/train/IMG_5987.txt b/sign_language/datasets/labels/train/IMG_5987.txt new file mode 100644 index 000000000000..a460d6d6fe80 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5987.txt @@ -0,0 +1 @@ +6 0.51 0.47000000000000003 0.54 0.92 diff --git a/sign_language/datasets/labels/train/IMG_5988.txt b/sign_language/datasets/labels/train/IMG_5988.txt new file mode 100644 index 000000000000..c53b4118c3ab --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5988.txt @@ -0,0 +1 @@ +7 0.435 0.48 0.67 0.9 diff --git a/sign_language/datasets/labels/train/IMG_5989.txt b/sign_language/datasets/labels/train/IMG_5989.txt new file mode 100644 index 000000000000..bacdd82bf0c9 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5989.txt @@ -0,0 +1 @@ +8 0.48 0.48 0.64 0.88 diff --git a/sign_language/datasets/labels/train/IMG_5990.txt b/sign_language/datasets/labels/train/IMG_5990.txt new file mode 100644 index 000000000000..5666cf56904f --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5990.txt @@ -0,0 +1 @@ +9 0.505 0.495 0.6900000000000001 0.91 diff --git a/sign_language/datasets/labels/train/IMG_5991.txt b/sign_language/datasets/labels/train/IMG_5991.txt new file mode 100644 index 000000000000..c057d9617031 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5991.txt @@ -0,0 +1 @@ +0 0.465 0.55 0.53 0.72 diff --git a/sign_language/datasets/labels/train/IMG_5992.txt b/sign_language/datasets/labels/train/IMG_5992.txt new file mode 100644 index 000000000000..2e0beeeca2b4 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5992.txt @@ -0,0 +1 @@ +1 0.485 0.535 0.55 0.87 diff --git a/sign_language/datasets/labels/train/IMG_5993.txt b/sign_language/datasets/labels/train/IMG_5993.txt new file mode 100644 index 000000000000..109db70e5293 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5993.txt @@ -0,0 +1 @@ +2 0.465 0.51 0.47000000000000003 0.88 diff --git a/sign_language/datasets/labels/train/IMG_5994.txt b/sign_language/datasets/labels/train/IMG_5994.txt new file mode 100644 index 000000000000..149b0ada1a91 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5994.txt @@ -0,0 +1 @@ +3 0.54 0.52 0.76 0.9 diff --git a/sign_language/datasets/labels/train/IMG_5995.txt b/sign_language/datasets/labels/train/IMG_5995.txt new file mode 100644 index 000000000000..c3d1c9a0f42f --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5995.txt @@ -0,0 +1 @@ +4 0.425 0.52 0.67 0.84 diff --git a/sign_language/datasets/labels/train/IMG_5996.txt b/sign_language/datasets/labels/train/IMG_5996.txt new file mode 100644 index 000000000000..098ae94a7e16 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5996.txt @@ -0,0 +1 @@ +5 0.525 0.515 0.87 0.85 diff --git a/sign_language/datasets/labels/train/IMG_5997.txt b/sign_language/datasets/labels/train/IMG_5997.txt new file mode 100644 index 000000000000..4f85eb98edd6 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5997.txt @@ -0,0 +1 @@ +6 0.52 0.535 0.52 0.8300000000000001 diff --git a/sign_language/datasets/labels/train/IMG_5998.txt b/sign_language/datasets/labels/train/IMG_5998.txt new file mode 100644 index 000000000000..aaf0dcd51ce5 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5998.txt @@ -0,0 +1 @@ +7 0.465 0.53 0.55 0.84 diff --git a/sign_language/datasets/labels/train/IMG_5999.txt b/sign_language/datasets/labels/train/IMG_5999.txt new file mode 100644 index 000000000000..c0c104457bc9 --- /dev/null +++ b/sign_language/datasets/labels/train/IMG_5999.txt @@ -0,0 +1 @@ +8 0.455 0.555 0.55 0.77 diff --git a/sign_language/sign_language_model.yaml b/sign_language/sign_language_model.yaml new file mode 100644 index 000000000000..14ec45e3ac94 --- /dev/null +++ b/sign_language/sign_language_model.yaml @@ -0,0 +1,48 @@ +# YOLOv5 🚀 by Ultralytics, AGPL-3.0 license + +# Parameters +nc: 10 # number of classes +depth_multiple: 1.33 # model depth multiple +width_multiple: 1.25 # layer channel multiple +anchors: + - [10,13, 16,30, 33,23] # P3/8 + - [30,61, 62,45, 59,119] # P4/16 + - [116,90, 156,198, 373,326] # P5/32 + +# YOLOv5 v6.0 backbone +backbone: + # [from, number, module, args] + [[-1, 1, Conv, [64, 6, 2, 2]], # 0-P1/2 + [-1, 1, Conv, [128, 3, 2]], # 1-P2/4 + [-1, 3, C3, [128]], + [-1, 1, Conv, [256, 3, 2]], # 3-P3/8 + [-1, 6, C3, [256]], + [-1, 1, Conv, [512, 3, 2]], # 5-P4/16 + [-1, 9, C3, [512]], + [-1, 1, Conv, [1024, 3, 2]], # 7-P5/32 + [-1, 3, C3, [1024]], + [-1, 1, SPPF, [1024, 5]], # 9 + ] + +# YOLOv5 v6.0 head +head: + [[-1, 1, Conv, [512, 1, 1]], + [-1, 1, nn.Upsample, [None, 2, 'nearest']], + [[-1, 6], 1, Concat, [1]], # cat backbone P4 + [-1, 3, C3, [512, False]], # 13 + + [-1, 1, Conv, [256, 1, 1]], + [-1, 1, nn.Upsample, [None, 2, 'nearest']], + [[-1, 4], 1, Concat, [1]], # cat backbone P3 + [-1, 3, C3, [256, False]], # 17 (P3/8-small) + + [-1, 1, Conv, [256, 3, 2]], + [[-1, 14], 1, Concat, [1]], # cat head P4 + [-1, 3, C3, [512, False]], # 20 (P4/16-medium) + + [-1, 1, Conv, [512, 3, 2]], + [[-1, 10], 1, Concat, [1]], # cat head P5 + [-1, 3, C3, [1024, False]], # 23 (P5/32-large) + + [[17, 20, 23], 1, Detect, [nc, anchors]], # Detect(P3, P4, P5) + ] diff --git a/sign_language/sign_language_parameter.yaml b/sign_language/sign_language_parameter.yaml new file mode 100644 index 000000000000..923a77ec9ab5 --- /dev/null +++ b/sign_language/sign_language_parameter.yaml @@ -0,0 +1,32 @@ +# YOLOv5 🚀 by Ultralytics, AGPL-3.0 license +# COCO128 dataset https://www.kaggle.com/ultralytics/coco128 (first 128 images from COCO train2017) by Ultralytics +# Example usage: python train.py --data coco128.yaml +# parent +# ├── yolov5 +# └── datasets +# └── coco128 ← downloads here (7 MB) + + +# Train/val/test sets as 1) dir: path/to/imgs, 2) file: path/to/imgs.txt, or 3) list: [path/to/imgs1, path/to/imgs2, ..] +path: sign_language/datasets # dataset root dir +train: images/train # train images (relative to 'path') 128 images +val: images/train # val images (relative to 'path') 128 images +test: # test images (optional) + +# Classes +names: + 0: 0 + 1: 1 + 2: 2 + 3: 3 + 4: 4 + 5: 5 + 6: 6 + 7: 7 + 8: 8 + 9: 9 + + + +# Download script/URL (optional) +download: https://ultralytics.com/assets/coco128.zip diff --git a/train.py b/train.py index 216da6399028..f66e55ca6f36 100644 --- a/train.py +++ b/train.py @@ -130,8 +130,8 @@ def train(hyp, opt, device, callbacks): # hyp is path/to/hyp.yaml or hyp dictio LOGGER.info(f'Transferred {len(csd)}/{len(model.state_dict())} items from {weights}') # report else: model = Model(cfg, ch=3, nc=nc, anchors=hyp.get('anchors')).to(device) # create - amp = check_amp(model) # check AMP - + # amp = check_amp(model) # check AMP + amp = False # Freeze freeze = [f'model.{x}.' for x in (freeze if len(freeze) > 1 else range(freeze[0]))] # layers to freeze for k, v in model.named_parameters(): @@ -436,13 +436,13 @@ def train(hyp, opt, device, callbacks): # hyp is path/to/hyp.yaml or hyp dictio def parse_opt(known=False): parser = argparse.ArgumentParser() - parser.add_argument('--weights', type=str, default=ROOT / 'yolov5s.pt', help='initial weights path') - parser.add_argument('--cfg', type=str, default='', help='model.yaml path') - parser.add_argument('--data', type=str, default=ROOT / 'data/coco128.yaml', help='dataset.yaml path') + parser.add_argument('--weights', type=str, default='yolov5x.pt', help='initial weights path') + parser.add_argument('--cfg', type=str, default=ROOT / 'sign_language/sign_language_model.yaml', help='model.yaml path') + parser.add_argument('--data', type=str, default=ROOT / 'sign_language/sign_language_parameter.yaml', help='dataset.yaml path') parser.add_argument('--hyp', type=str, default=ROOT / 'data/hyps/hyp.scratch-low.yaml', help='hyperparameters path') - parser.add_argument('--epochs', type=int, default=100, help='total training epochs') - parser.add_argument('--batch-size', type=int, default=16, help='total batch size for all GPUs, -1 for autobatch') - parser.add_argument('--imgsz', '--img', '--img-size', type=int, default=640, help='train, val image size (pixels)') + parser.add_argument('--epochs', type=int, default=300, help='total training epochs') + parser.add_argument('--batch-size', type=int, default=4, help='total batch size for all GPUs, -1 for autobatch') + parser.add_argument('--imgsz', '--img', '--img-size', type=int, default=384, help='train, val image size (pixels)') parser.add_argument('--rect', action='store_true', help='rectangular training') parser.add_argument('--resume', nargs='?', const=True, default=False, help='resume most recent training') parser.add_argument('--nosave', action='store_true', help='only save final checkpoint') @@ -453,12 +453,12 @@ def parse_opt(known=False): parser.add_argument('--bucket', type=str, default='', help='gsutil bucket') parser.add_argument('--cache', type=str, nargs='?', const='ram', help='image --cache ram/disk') parser.add_argument('--image-weights', action='store_true', help='use weighted image selection for training') - parser.add_argument('--device', default='', help='cuda device, i.e. 0 or 0,1,2,3 or cpu') + parser.add_argument('--device', default='0', help='cuda device, i.e. 0 or 0,1,2,3 or cpu') parser.add_argument('--multi-scale', action='store_true', help='vary img-size +/- 50%%') parser.add_argument('--single-cls', action='store_true', help='train multi-class data as single-class') parser.add_argument('--optimizer', type=str, choices=['SGD', 'Adam', 'AdamW'], default='SGD', help='optimizer') parser.add_argument('--sync-bn', action='store_true', help='use SyncBatchNorm, only available in DDP mode') - parser.add_argument('--workers', type=int, default=8, help='max dataloader workers (per RANK in DDP mode)') + parser.add_argument('--workers', type=int, default=10, help='max dataloader workers (per RANK in DDP mode)') parser.add_argument('--project', default=ROOT / 'runs/train', help='save to project/name') parser.add_argument('--name', default='exp', help='save to project/name') parser.add_argument('--exist-ok', action='store_true', help='existing project/name ok, do not increment') diff --git a/utils/google_app_engine/additional_requirements.txt b/utils/google_app_engine/additional_requirements.txt index d5b76758c876..fce1511588e3 100644 --- a/utils/google_app_engine/additional_requirements.txt +++ b/utils/google_app_engine/additional_requirements.txt @@ -1,5 +1,5 @@ # add these requirements in your app on top of the existing ones pip==21.1 -Flask==1.0.2 +Flask==2.3.2 gunicorn==19.10.0 werkzeug>=2.2.3 # not directly required, pinned by Snyk to avoid a vulnerability