2022电子物联网毕设一套基于深度学习的考试异常行为识别研究（论文+程序源代码+数据）定稿.zip原创优质

下载本文档

阅读 0
格式 zip
大小 187.28 MB
1167文件
2025-09-06
收藏
评论
点赞(0)
海报
举报

2022电子物联网毕设一套基于深度学习的考试异常行为识别研究（论文+程序源代码+数据）定稿.zip

收起资源包目录

1814110819_刘开元_基于深度学习的考试异常行为识别研究.pdf(1.28 MB)
1814110819_刘开元_代码
- yolov5-bs
  - .idea
    - .gitignore(50 B)
    - inspectionProfiles
      - profiles_settings.xml(174 B)
    - misc.xml(195 B)
    - modules.xml(277 B)
    - workspace.xml(8.32 KB)
    - yolov5-bs.iml(492 B)
  - .py.spec(1.02 KB)
  - Arial.ttf(755.11 KB)
  - Calc.spec(1.01 KB)
  - LICENSE(34.3 KB)
  - README.md(15.45 KB)
  - __pycache__
    - val.cpython-38.pyc(12.16 KB)
    - window.cpython-38.pyc(13.46 KB)
  - build
    - .py
    - Calc
    - window
      - Analysis-00.toc(1.04 MB)
      - EXE-00.toc(784.88 KB)
      - PKG-00.toc(783.4 KB)
      - PYZ-00.pyz(12.07 MB)
      - PYZ-00.toc(271.77 KB)
      - Tree-00.toc(98.93 KB)
      - Tree-01.toc(9.11 KB)
      - Tree-02.toc(764 B)
      - base_library.zip(775.85 KB)
      - warn-window.txt(44.38 KB)
      - window.exe.manifest(1.39 KB)
      - xref-window.html(3.22 MB)
  - data
    - Argoverse.yaml(2.69 KB)
    - GlobalWheat2020.yaml(1.84 KB)
    - Objects365.yaml(7.91 KB)
    - SKU-110K.yaml(2.3 KB)
    - VOC.yaml(3.3 KB)
    - VisDrone.yaml(2.86 KB)
    - coco.yaml(2.3 KB)
    - coco128.yaml(1.67 KB)
    - data.yaml(306 B)
    - hyps
      - hyp.finetune.yaml(907 B)
      - hyp.finetune_objects365.yaml(460 B)
      - hyp.scratch-high.yaml(1.64 KB)
      - hyp.scratch-low.yaml(1.65 KB)
      - hyp.scratch-med.yaml(1.65 KB)
      - hyp.scratch.yaml(1.62 KB)
    - images
      - bus.jpg(476.01 KB)
      - fishman.jpg(73.66 KB)
      - phone
        phone_1310.jpg(392.44 KB)
        phone_2096.jpg(222.89 KB)
        phone_2402.jpg(181.3 KB)
        phone_2423.jpg(196.67 KB)
        phone_419.jpg(646.13 KB)
        phone_633.jpg(343.56 KB)
        phone_689.jpg(314.93 KB)
        phone_89.jpg(444.2 KB)
      - zidane.jpg(164.99 KB)
    - mask_data.yaml(364 B)
    - scripts
      - download_weights.sh(523 B)
      - get_coco.sh(900 B)
      - get_coco128.sh(615 B)
    - xView.yaml(4.92 KB)
  - data_gen.py(7.91 KB)
  - demo
    - images
      - test
      - train
      - val
    - labels
      - test
      - train
        Image1.txt(38 B)
        Image10.txt(114 B)
        Image100.txt(152 B)
        Image101.txt(152 B)
        Image102.txt(76 B)
        Image103.txt(76 B)
        Image104.txt(76 B)
        Image105.txt(114 B)
        Image106.txt(76 B)
        Image107.txt(114 B)
        Image108.txt(114 B)
        Image109.txt(76 B)
        Image11.txt(114 B)
        Image110.txt(76 B)
        Image111.txt(76 B)
        Image112.txt(76 B)
        Image113.txt(76 B)
        Image114.txt(114 B)
        Image115.txt(152 B)
        Image116.txt(152 B)
        Image117.txt(152 B)
        Image118.txt(152 B)
        Image119.txt(152 B)
        Image12.txt(114 B)
        Image120.txt(76 B)
        Image121.txt(38 B)
        Image122.txt(152 B)
        Image123.txt(76 B)
        Image124.txt(76 B)
        Image125.txt(76 B)
        Image126.txt(114 B)
        Image127.txt(114 B)
        Image128.txt(190 B)
        Image129.txt(190 B)
        Image13.txt(114 B)
        Image130.txt(114 B)
        Image131.txt(152 B)
        Image132.txt(114 B)
        Image133.txt(190 B)
        Image134.txt(190 B)
        Image135.txt(114 B)
        Image136.txt(76 B)
        Image137.txt(76 B)
        Image138.txt(152 B)
        Image139.txt(152 B)
        Image14.txt(76 B)
        Image140.txt(114 B)
        Image141.txt(38 B)
        Image142.txt(76 B)
        Image143.txt(38 B)
        Image144.txt(76 B)
        Image145.txt(38 B)
        Image146.txt(38 B)
        Image147.txt(38 B)
        Image148.txt(114 B)
        Image149.txt(190 B)
        Image15.txt(76 B)
        Image150.txt(152 B)
        Image151.txt(114 B)
        Image152.txt(114 B)
        Image153.txt(152 B)
        Image154.txt(114 B)
        Image155.txt(38 B)
        Image156.txt(38 B)
        Image157.txt(38 B)
        Image158.txt(114 B)
        Image16.txt(76 B)
        Image17.txt(152 B)
        Image18.txt(190 B)
        Image19.txt(114 B)
        Image2.txt(76 B)
        Image20.txt(114 B)
        Image21.txt(38 B)
        Image22.txt(76 B)
        Image23.txt(76 B)
        Image24.txt(190 B)
        Image25.txt(114 B)
        Image26.txt(152 B)
        Image27.txt(114 B)
        Image28.txt(228 B)
        Image29.txt(114 B)
        Image3.txt(76 B)
        Image30.txt(38 B)
        Image31.txt(114 B)
        Image32.txt(152 B)
        Image33.txt(114 B)
        Image34.txt(114 B)
        Image35.txt(76 B)
        Image36.txt(38 B)
        Image37.txt(152 B)
        Image38.txt(114 B)
        Image39.txt(152 B)
        Image4.txt(76 B)
        Image40.txt(190 B)
        Image41.txt(304 B)
        Image42.txt(266 B)
        Image43.txt(304 B)
        Image44.txt(228 B)
        Image45.txt(228 B)
        Image46.txt(190 B)
        Image47.txt(76 B)
        Image48.txt(76 B)
        Image49.txt(190 B)
        Image5.txt(152 B)
        Image50.txt(76 B)
        Image51.txt(38 B)
        Image52.txt(114 B)
        Image53.txt(38 B)
        Image54.txt(152 B)
        Image55.txt(76 B)
        Image56.txt(190 B)
        Image57.txt(152 B)
        Image58.txt(114 B)
        Image59.txt(190 B)
        Image6.txt(114 B)
        Image60.txt(114 B)
        Image61.txt(114 B)
        Image62.txt(114 B)
        Image63.txt(76 B)
        Image64.txt(76 B)
        Image65.txt(38 B)
        Image66.txt(114 B)
        Image67.txt(114 B)
        Image68.txt(152 B)
        Image69.txt(114 B)
        Image7.txt(190 B)
        Image70.txt(190 B)
        Image71.txt(190 B)
        Image72.txt(152 B)
        Image73.txt(38 B)
        Image74.txt(152 B)
        Image75.txt(152 B)
        Image76.txt(190 B)
        Image77.txt(190 B)
        Image78.txt(114 B)
        Image79.txt(76 B)
        Image8.txt(152 B)
        Image80.txt(114 B)
        Image81.txt(38 B)
        Image82.txt(38 B)
        Image83.txt(76 B)
        Image84.txt(76 B)
        Image85.txt(38 B)
        Image86.txt(114 B)
        Image87.txt(76 B)
        Image88.txt(114 B)
        Image89.txt(76 B)
        Image9.txt(152 B)
        Image90.txt(76 B)
        Image91.txt(76 B)
        Image92.txt(76 B)
        Image93.txt(152 B)
        Image94.txt(152 B)
        Image95.txt(114 B)
        Image96.txt(114 B)
        Image97.txt(76 B)
        Image98.txt(114 B)
        Image99.txt(152 B)
        classes.txt(16 B)
        test_0001.txt(228 B)
        test_0002.txt(114 B)
        test_0003.txt(190 B)
        test_0004.txt(228 B)
        test_0005.txt(304 B)
        test_0006.txt(228 B)
        test_0007.txt(228 B)
        test_0008.txt(266 B)
        test_0009.txt(266 B)
        test_0010.txt(152 B)
        test_0011.txt(190 B)
        test_0012.txt(152 B)
        test_0013.txt(380 B)
        test_0014.txt(342 B)
        test_0015.txt(190 B)
        test_0016.txt(38 B)
        test_0017.txt(228 B)
        test_0018.txt(228 B)
        test_0019.txt(152 B)
        test_0020.txt(228 B)
        test_0021.txt(114 B)
        test_0022.txt(152 B)
        test_0023.txt(152 B)
        test_0024.txt(152 B)
        test_0025.txt(228 B)
        test_0026.txt(152 B)
        test_0027.txt(228 B)
        test_0028.txt(38 B)
        test_0029.txt(38 B)
        test_0030.txt(342 B)
        test_0031.txt(228 B)
        test_0032.txt(266 B)
        test_0033.txt(190 B)
        test_0034.txt(152 B)
        test_0035.txt(190 B)
        test_0036.txt(304 B)
        test_0037.txt(190 B)
        test_0038.txt(190 B)
        test_0039.txt(114 B)
        test_0040.txt(190 B)
        test_0041.txt(114 B)
        test_0042.txt(190 B)
        test_0043.txt(304 B)
        test_0044.txt(38 B)
        test_0045.txt(114 B)
        test_0046.txt(190 B)
        test_0047.txt(190 B)
        test_0048.txt(114 B)
        test_0049.txt(152 B)
        test_0050.txt(114 B)
        test_0051.txt(228 B)
        test_0052.txt(114 B)
        test_0053.txt(190 B)
        test_0054.txt(266 B)
        test_0055.txt(228 B)
        test_0056.txt(76 B)
        test_0057.txt(190 B)
        test_0058.txt(228 B)
        test_0059.txt(152 B)
        test_0060.txt(152 B)
        test_0061.txt(304 B)
        test_0062.txt(266 B)
        test_0063.txt(152 B)
        test_0064.txt(152 B)
        test_0065.txt(190 B)
        test_0066.txt(228 B)
        test_0067.txt(190 B)
        test_0068.txt(228 B)
        test_0069.txt(266 B)
        test_0070.txt(228 B)
        test_0071.txt(228 B)
        test_0072.txt(152 B)
        test_0073.txt(228 B)
        test_0074.txt(228 B)
        test_0075.txt(228 B)
        test_0076.txt(342 B)
        test_0077.txt(152 B)
        test_0078.txt(190 B)
        test_0079.txt(228 B)
        test_0080.txt(228 B)
        test_0081.txt(114 B)
        test_0082.txt(266 B)
        test_0083.txt(266 B)
        test_0084.txt(152 B)
        test_0085.txt(266 B)
        test_0086.txt(76 B)
        test_0087.txt(266 B)
        test_0088.txt(190 B)
        test_0089.txt(228 B)
        test_0090.txt(114 B)
        test_0091.txt(190 B)
        test_0092.txt(342 B)
        test_0093.txt(228 B)
        test_0094.txt(152 B)
        test_0095.txt(114 B)
        test_0096.txt(38 B)
        test_0097.txt(190 B)
        test_0098.txt(152 B)
        test_0099.txt(152 B)
        test_0100.txt(152 B)
        test_0101.txt(266 B)
        test_0102.txt(152 B)
        test_0103.txt(152 B)
        test_0104.txt(342 B)
        test_0105.txt(418 B)
        test_0106.txt(76 B)
        test_0107.txt(190 B)
        test_0108.txt(190 B)
        test_0109.txt(190 B)
        test_0110.txt(266 B)
        test_0111.txt(114 B)
        test_0112.txt(114 B)
        test_0113.txt(304 B)
        test_0114.txt(494 B)
      - train.cache(79.69 KB)
      - val
        Image1.txt(38 B)
        Image10.txt(114 B)
        Image100.txt(152 B)
        Image101.txt(152 B)
        Image102.txt(76 B)
        Image103.txt(76 B)
        Image104.txt(76 B)
        Image105.txt(114 B)
        Image106.txt(76 B)
        Image107.txt(114 B)
        Image108.txt(114 B)
        Image109.txt(76 B)
        Image11.txt(114 B)
        Image110.txt(76 B)
        Image111.txt(76 B)
        Image112.txt(76 B)
        Image113.txt(76 B)
        Image114.txt(114 B)
        Image115.txt(152 B)
        Image116.txt(152 B)
        Image117.txt(152 B)
        Image118.txt(152 B)
        Image119.txt(152 B)
        Image12.txt(114 B)
        Image120.txt(76 B)
        Image121.txt(38 B)
        Image122.txt(152 B)
        Image123.txt(76 B)
        Image124.txt(76 B)
        Image125.txt(76 B)
        Image126.txt(114 B)
        Image13.txt(114 B)
        Image14.txt(76 B)
        Image15.txt(76 B)
        Image16.txt(76 B)
        Image17.txt(152 B)
        Image18.txt(190 B)
        Image19.txt(114 B)
        Image2.txt(76 B)
        Image20.txt(114 B)
        Image21.txt(38 B)
        Image22.txt(76 B)
        Image23.txt(76 B)
        Image24.txt(190 B)
        Image25.txt(114 B)
        Image26.txt(152 B)
        Image27.txt(114 B)
        Image3.txt(76 B)
        Image4.txt(76 B)
        Image5.txt(152 B)
        Image6.txt(114 B)
        Image7.txt(190 B)
        Image8.txt(152 B)
        Image9.txt(152 B)
        classes.txt(16 B)
        test_0086.txt(76 B)
        test_0087.txt(266 B)
        test_0088.txt(190 B)
        test_0089.txt(228 B)
        test_0090.txt(114 B)
        test_0091.txt(190 B)
        test_0092.txt(342 B)
        test_0093.txt(228 B)
        test_0094.txt(152 B)
        test_0095.txt(114 B)
        test_0096.txt(38 B)
        test_0097.txt(190 B)
        test_0098.txt(152 B)
        test_0099.txt(152 B)
        test_0100.txt(152 B)
        test_0101.txt(266 B)
        test_0102.txt(152 B)
        test_0103.txt(152 B)
        test_0104.txt(342 B)
        test_0105.txt(418 B)
        test_0106.txt(76 B)
        test_0107.txt(190 B)
        test_0108.txt(190 B)
        test_0109.txt(190 B)
        test_0110.txt(266 B)
        test_0111.txt(114 B)
        test_0112.txt(114 B)
        test_0113.txt(304 B)
        test_0114.txt(494 B)
      - val.cache(23.55 KB)
  - detect.py(12.23 KB)
  - docs
    - Dockerfile(2.06 KB)
    - README.md(14.4 KB)
    - tutorial.ipynb(54.54 KB)
  - export.py(16.46 KB)
  - hubconf.py(6.06 KB)
  - images
    - UI
      - 1.png(231.79 KB)
      - 2.png(87.83 KB)
      - 3.png(35.62 KB)
      - 4.png(7.92 KB)
      - study.jpg(20.31 KB)
      - tiger.png(1.28 MB)
    - joker.jpg(117.96 KB)
    - right.jpeg(26.57 KB)
    - tmp
      - single_result.jpg(110.48 KB)
      - single_result_vid.jpg(76.41 KB)
      - tmp_upload.jpg(4.81 MB)
      - tmp_upload.png(1.14 MB)
      - upload_show_result.jpg(101.65 KB)
  - main.py(512 B)
  - models
    - __init__.py(0 B)
    - __pycache__
      - __init__.cpython-38.pyc(156 B)
      - common.cpython-38.pyc(25.95 KB)
      - experimental.cpython-38.pyc(4.78 KB)
      - yolo.cpython-38.pyc(12.64 KB)
    - common.py(26.71 KB)
    - experimental.py(4.48 KB)
    - hub
      - anchors.yaml(3.26 KB)
      - yolov3-spp.yaml(1.53 KB)
      - yolov3-tiny.yaml(1.2 KB)
      - yolov3.yaml(1.52 KB)
      - yolov5-bifpn.yaml(1.39 KB)
      - yolov5-fpn.yaml(1.19 KB)
      - yolov5-p2.yaml(1.62 KB)
      - yolov5-p6.yaml(1.66 KB)
      - yolov5-p7.yaml(2.03 KB)
      - yolov5-panet.yaml(1.37 KB)
      - yolov5l6.yaml(1.78 KB)
      - yolov5m6.yaml(1.78 KB)
      - yolov5n6.yaml(1.78 KB)
      - yolov5s-ghost.yaml(1.45 KB)
      - yolov5s-transformer.yaml(1.41 KB)
      - yolov5s6.yaml(1.78 KB)
      - yolov5x6.yaml(1.78 KB)
    - mask_yolov5l.yaml(1.37 KB)
    - mask_yolov5m.yaml(1.37 KB)
    - mask_yolov5s.yaml(1.37 KB)
    - tf.py(20.18 KB)
    - yolo.py(14.89 KB)
    - yolov5l.yaml(1.37 KB)
    - yolov5m.yaml(1.37 KB)
    - yolov5n.yaml(1.37 KB)
    - yolov5s.yaml(1.37 KB)
    - yolov5x.yaml(1.37 KB)
  - pretrained
    - yolov5s.pt(14.02 MB)
  - requirements.txt(896 B)
  - runs
    - detect
      - exp
    - exp
      - F1_curve.png(136.36 KB)
      - PR_curve.png(78.71 KB)
      - P_curve.png(114.39 KB)
      - R_curve.png(106.54 KB)
      - confusion_matrix.png(85.87 KB)
      - events.out.tfevents.1651130942.LAPTOP-K6H7FAKU.17084.0(986.58 KB)
      - hyp.yaml(400 B)
      - opt.yaml(753 B)
      - results.csv(29.1 KB)
      - results.png(260.69 KB)
      - train_batch0.jpg(40.03 KB)
      - train_batch1.jpg(123.71 KB)
      - train_batch2.jpg(43.68 KB)
      - val_batch0_labels.jpg(150.83 KB)
      - val_batch0_pred.jpg(153.13 KB)
      - val_batch1_labels.jpg(147.99 KB)
      - val_batch1_pred.jpg(151.57 KB)
      - val_batch2_labels.jpg(151.57 KB)
      - val_batch2_pred.jpg(156.14 KB)
      - weights
        best.pt(13.71 MB)
        last.pt(13.71 MB)
    - train
      - exp
        events.out.tfevents.1651163220.LAPTOP-K6H7FAKU.12444.0(40 B)
        hyp.yaml(400 B)
        opt.yaml(755 B)
        weights
      - exp2
        events.out.tfevents.1651163354.LAPTOP-K6H7FAKU.4812.0(40 B)
        hyp.yaml(400 B)
        opt.yaml(756 B)
        weights
      - exp3
        events.out.tfevents.1651163574.LAPTOP-K6H7FAKU.12592.0(40 B)
        hyp.yaml(400 B)
        opt.yaml(756 B)
        weights
      - exp4
        F1_curve.png(146.62 KB)
        PR_curve.png(82.35 KB)
        P_curve.png(120.22 KB)
        R_curve.png(117.84 KB)
        confusion_matrix.png(84.93 KB)
        events.out.tfevents.1651163672.LAPTOP-K6H7FAKU.13748.0(1006.89 KB)
        hyp.yaml(400 B)
        opt.yaml(756 B)
        results.csv(29.1 KB)
        results.png(254.87 KB)
        train_batch0.jpg(39.91 KB)
        train_batch1.jpg(153.02 KB)
        train_batch2.jpg(53.66 KB)
        val_batch0_labels.jpg(209.18 KB)
        val_batch0_pred.jpg(214.6 KB)
        val_batch1_labels.jpg(210.21 KB)
        val_batch1_pred.jpg(214.39 KB)
        val_batch2_labels.jpg(219.82 KB)
        val_batch2_pred.jpg(225.7 KB)
        weights
        best.pt(13.75 MB)
        last.pt(13.75 MB)
      - exp_yolov5s
        weights
    - 如需要数据集和训练好的模型请在博客自行下载.txt(0 B)
  - setup.cfg(923 B)
  - test.wav(79.1 KB)
  - train.py(32.48 KB)
  - utils
    - __init__.py(458 B)
    - __pycache__
      - __init__.cpython-38.pyc(570 B)
      - augmentations.cpython-38.pyc(8.84 KB)
      - autoanchor.cpython-38.pyc(6.13 KB)
      - autobatch.cpython-38.pyc(2.08 KB)
      - callbacks.cpython-38.pyc(2.24 KB)
      - datasets.cpython-38.pyc(34.82 KB)
      - datasets_not_print.cpython-38.pyc(34.36 KB)
      - downloads.cpython-38.pyc(3.89 KB)
      - general.cpython-38.pyc(29.82 KB)
      - loss.cpython-38.pyc(6.32 KB)
      - metrics.cpython-38.pyc(10.73 KB)
      - plots.cpython-38.pyc(17.6 KB)
      - torch_utils.cpython-38.pyc(11.65 KB)
    - activations.py(3.69 KB)
    - augmentations.py(11.46 KB)
    - autoanchor.py(7 KB)
    - autobatch.py(2.13 KB)
    - aws
      - __init__.py(0 B)
      - mime.sh(780 B)
      - resume.py(1.17 KB)
      - userdata.sh(1.22 KB)
    - callbacks.py(2.2 KB)
    - datasets.py(44.07 KB)
    - datasets_not_print.py(44.02 KB)
    - downloads.py(5.99 KB)
    - flask_rest_api
      - README.md(1.67 KB)
      - example_request.py(299 B)
      - restapi.py(1.05 KB)
    - general.py(34.01 KB)
    - google_app_engine
      - Dockerfile(821 B)
      - additional_requirements.txt(105 B)
      - app.yaml(174 B)
    - loggers
      - __init__.py(6.72 KB)
      - __pycache__
        __init__.cpython-38.pyc(6.5 KB)
      - wandb
        README.md(10.18 KB)
        __init__.py(0 B)
        __pycache__
        __init__.cpython-38.pyc(169 B)
        wandb_utils.cpython-38.pyc(18.77 KB)
        log_dataset.py(1.01 KB)
        sweep.py(1.12 KB)
        sweep.yaml(2.41 KB)
        wandb_utils.py(25.35 KB)
    - loss.py(9.43 KB)
    - metrics.py(13.34 KB)
    - plots.py(20.02 KB)
    - torch_utils.py(13.14 KB)
    - ui
      - __init__.py(175 B)
      - ji.py(6.23 KB)
      - server_main.py(468 B)
      - train_server.py(32.27 KB)
      - x.py(3.02 KB)
  - val.py(17.4 KB)
  - window.py(28.29 KB)
  - window.spec(1.01 KB)
  - window12.py(26.77 KB)
- yolov5-bs-1
  - .idea
    - .gitignore(50 B)
    - inspectionProfiles
      - profiles_settings.xml(174 B)
    - misc.xml(195 B)
    - modules.xml(277 B)
    - workspace.xml(8.32 KB)
    - yolov5-bs.iml(492 B)
  - .py.spec(1.02 KB)
  - Arial.ttf(755.11 KB)
  - Calc.spec(1.01 KB)
  - LICENSE(34.3 KB)
  - README.md(15.45 KB)
  - __pycache__
    - val.cpython-38.pyc(12.16 KB)
    - window.cpython-38.pyc(13.46 KB)
  - build
    - .py
    - Calc
    - window
      - Analysis-00.toc(1.04 MB)
      - EXE-00.toc(784.88 KB)
      - PKG-00.toc(783.4 KB)
      - PYZ-00.pyz(12.07 MB)
      - PYZ-00.toc(271.77 KB)
      - Tree-00.toc(98.93 KB)
      - Tree-01.toc(9.11 KB)
      - Tree-02.toc(764 B)
      - base_library.zip(775.85 KB)
      - warn-window.txt(44.38 KB)
      - window.exe.manifest(1.39 KB)
      - xref-window.html(3.22 MB)
  - data
    - Argoverse.yaml(2.69 KB)
    - GlobalWheat2020.yaml(1.84 KB)
    - Objects365.yaml(7.91 KB)
    - SKU-110K.yaml(2.3 KB)
    - VOC.yaml(3.3 KB)
    - VisDrone.yaml(2.86 KB)
    - coco.yaml(2.3 KB)
    - coco128.yaml(1.67 KB)
    - data.yaml(306 B)
    - hyps
      - hyp.finetune.yaml(907 B)
      - hyp.finetune_objects365.yaml(460 B)
      - hyp.scratch-high.yaml(1.64 KB)
      - hyp.scratch-low.yaml(1.65 KB)
      - hyp.scratch-med.yaml(1.65 KB)
      - hyp.scratch.yaml(1.62 KB)
    - images
      - bus.jpg(476.01 KB)
      - fishman.jpg(73.66 KB)
      - phone
        phone_1310.jpg(392.44 KB)
        phone_2096.jpg(222.89 KB)
        phone_2402.jpg(181.3 KB)
        phone_2423.jpg(196.67 KB)
        phone_419.jpg(646.13 KB)
        phone_633.jpg(343.56 KB)
        phone_689.jpg(314.93 KB)
        phone_89.jpg(444.2 KB)
      - zidane.jpg(164.99 KB)
    - mask_data.yaml(364 B)
    - scripts
      - download_weights.sh(523 B)
      - get_coco.sh(900 B)
      - get_coco128.sh(615 B)
    - xView.yaml(4.92 KB)
  - data_gen.py(7.91 KB)
  - demo
    - images
      - test
      - train
      - val
    - labels
      - test
      - train
        Image1.txt(38 B)
        Image10.txt(114 B)
        Image100.txt(152 B)
        Image101.txt(152 B)
        Image102.txt(76 B)
        Image103.txt(76 B)
        Image104.txt(76 B)
        Image105.txt(114 B)
        Image106.txt(76 B)
        Image107.txt(114 B)
        Image108.txt(114 B)
        Image109.txt(76 B)
        Image11.txt(114 B)
        Image110.txt(76 B)
        Image111.txt(76 B)
        Image112.txt(76 B)
        Image113.txt(76 B)
        Image114.txt(114 B)
        Image115.txt(152 B)
        Image116.txt(152 B)
        Image117.txt(152 B)
        Image118.txt(152 B)
        Image119.txt(152 B)
        Image12.txt(114 B)
        Image120.txt(76 B)
        Image121.txt(38 B)
        Image122.txt(152 B)
        Image123.txt(76 B)
        Image124.txt(76 B)
        Image125.txt(76 B)
        Image126.txt(114 B)
        Image127.txt(114 B)
        Image128.txt(190 B)
        Image129.txt(190 B)
        Image13.txt(114 B)
        Image130.txt(114 B)
        Image131.txt(152 B)
        Image132.txt(114 B)
        Image133.txt(190 B)
        Image134.txt(190 B)
        Image135.txt(114 B)
        Image136.txt(76 B)
        Image137.txt(76 B)
        Image138.txt(152 B)
        Image139.txt(152 B)
        Image14.txt(76 B)
        Image140.txt(114 B)
        Image141.txt(38 B)
        Image142.txt(76 B)
        Image143.txt(38 B)
        Image144.txt(76 B)
        Image145.txt(38 B)
        Image146.txt(38 B)
        Image147.txt(38 B)
        Image148.txt(114 B)
        Image149.txt(190 B)
        Image15.txt(76 B)
        Image150.txt(152 B)
        Image151.txt(114 B)
        Image152.txt(114 B)
        Image153.txt(152 B)
        Image154.txt(114 B)
        Image155.txt(38 B)
        Image156.txt(38 B)
        Image157.txt(38 B)
        Image158.txt(114 B)
        Image16.txt(76 B)
        Image17.txt(152 B)
        Image18.txt(190 B)
        Image19.txt(114 B)
        Image2.txt(76 B)
        Image20.txt(114 B)
        Image21.txt(38 B)
        Image22.txt(76 B)
        Image23.txt(76 B)
        Image24.txt(190 B)
        Image25.txt(114 B)
        Image26.txt(152 B)
        Image27.txt(114 B)
        Image28.txt(228 B)
        Image29.txt(114 B)
        Image3.txt(76 B)
        Image30.txt(38 B)
        Image31.txt(114 B)
        Image32.txt(152 B)
        Image33.txt(114 B)
        Image34.txt(114 B)
        Image35.txt(76 B)
        Image36.txt(38 B)
        Image37.txt(152 B)
        Image38.txt(114 B)
        Image39.txt(152 B)
        Image4.txt(76 B)
        Image40.txt(190 B)
        Image41.txt(304 B)
        Image42.txt(266 B)
        Image43.txt(304 B)
        Image44.txt(228 B)
        Image45.txt(228 B)
        Image46.txt(190 B)
        Image47.txt(76 B)
        Image48.txt(76 B)
        Image49.txt(190 B)
        Image5.txt(152 B)
        Image50.txt(76 B)
        Image51.txt(38 B)
        Image52.txt(114 B)
        Image53.txt(38 B)
        Image54.txt(152 B)
        Image55.txt(76 B)
        Image56.txt(190 B)
        Image57.txt(152 B)
        Image58.txt(114 B)
        Image59.txt(190 B)
        Image6.txt(114 B)
        Image60.txt(114 B)
        Image61.txt(114 B)
        Image62.txt(114 B)
        Image63.txt(76 B)
        Image64.txt(76 B)
        Image65.txt(38 B)
        Image66.txt(114 B)
        Image67.txt(114 B)
        Image68.txt(152 B)
        Image69.txt(114 B)
        Image7.txt(190 B)
        Image70.txt(190 B)
        Image71.txt(190 B)
        Image72.txt(152 B)
        Image73.txt(38 B)
        Image74.txt(152 B)
        Image75.txt(152 B)
        Image76.txt(190 B)
        Image77.txt(190 B)
        Image78.txt(114 B)
        Image79.txt(76 B)
        Image8.txt(152 B)
        Image80.txt(114 B)
        Image81.txt(38 B)
        Image82.txt(38 B)
        Image83.txt(76 B)
        Image84.txt(76 B)
        Image85.txt(38 B)
        Image86.txt(114 B)
        Image87.txt(76 B)
        Image88.txt(114 B)
        Image89.txt(76 B)
        Image9.txt(152 B)
        Image90.txt(76 B)
        Image91.txt(76 B)
        Image92.txt(76 B)
        Image93.txt(152 B)
        Image94.txt(152 B)
        Image95.txt(114 B)
        Image96.txt(114 B)
        Image97.txt(76 B)
        Image98.txt(114 B)
        Image99.txt(152 B)
        classes.txt(16 B)
        test_0001.txt(228 B)
        test_0002.txt(114 B)
        test_0003.txt(190 B)
        test_0004.txt(228 B)
        test_0005.txt(304 B)
        test_0006.txt(228 B)
        test_0007.txt(228 B)
        test_0008.txt(266 B)
        test_0009.txt(266 B)
        test_0010.txt(152 B)
        test_0011.txt(190 B)
        test_0012.txt(152 B)
        test_0013.txt(380 B)
        test_0014.txt(342 B)
        test_0015.txt(190 B)
        test_0016.txt(38 B)
        test_0017.txt(228 B)
        test_0018.txt(228 B)
        test_0019.txt(152 B)
        test_0020.txt(228 B)
        test_0021.txt(114 B)
        test_0022.txt(152 B)
        test_0023.txt(152 B)
        test_0024.txt(152 B)
        test_0025.txt(228 B)
        test_0026.txt(152 B)
        test_0027.txt(228 B)
        test_0028.txt(38 B)
        test_0029.txt(38 B)
        test_0030.txt(342 B)
        test_0031.txt(228 B)
        test_0032.txt(266 B)
        test_0033.txt(190 B)
        test_0034.txt(152 B)
        test_0035.txt(190 B)
        test_0036.txt(304 B)
        test_0037.txt(190 B)
        test_0038.txt(190 B)
        test_0039.txt(114 B)
        test_0040.txt(190 B)
        test_0041.txt(114 B)
        test_0042.txt(190 B)
        test_0043.txt(304 B)
        test_0044.txt(38 B)
        test_0045.txt(114 B)
        test_0046.txt(190 B)
        test_0047.txt(190 B)
        test_0048.txt(114 B)
        test_0049.txt(152 B)
        test_0050.txt(114 B)
        test_0051.txt(228 B)
        test_0052.txt(114 B)
        test_0053.txt(190 B)
        test_0054.txt(266 B)
        test_0055.txt(228 B)
        test_0056.txt(76 B)
        test_0057.txt(190 B)
        test_0058.txt(228 B)
        test_0059.txt(152 B)
        test_0060.txt(152 B)
        test_0061.txt(304 B)
        test_0062.txt(266 B)
        test_0063.txt(152 B)
        test_0064.txt(152 B)
        test_0065.txt(190 B)
        test_0066.txt(228 B)
        test_0067.txt(190 B)
        test_0068.txt(228 B)
        test_0069.txt(266 B)
        test_0070.txt(228 B)
        test_0071.txt(228 B)
        test_0072.txt(152 B)
        test_0073.txt(228 B)
        test_0074.txt(228 B)
        test_0075.txt(228 B)
        test_0076.txt(342 B)
        test_0077.txt(152 B)
        test_0078.txt(190 B)
        test_0079.txt(228 B)
        test_0080.txt(228 B)
        test_0081.txt(114 B)
        test_0082.txt(266 B)
        test_0083.txt(266 B)
        test_0084.txt(152 B)
        test_0085.txt(266 B)
        test_0086.txt(76 B)
        test_0087.txt(266 B)
        test_0088.txt(190 B)
        test_0089.txt(228 B)
        test_0090.txt(114 B)
        test_0091.txt(190 B)
        test_0092.txt(342 B)
        test_0093.txt(228 B)
        test_0094.txt(152 B)
        test_0095.txt(114 B)
        test_0096.txt(38 B)
        test_0097.txt(190 B)
        test_0098.txt(152 B)
        test_0099.txt(152 B)
        test_0100.txt(152 B)
        test_0101.txt(266 B)
        test_0102.txt(152 B)
        test_0103.txt(152 B)
        test_0104.txt(342 B)
        test_0105.txt(418 B)
        test_0106.txt(76 B)
        test_0107.txt(190 B)
        test_0108.txt(190 B)
        test_0109.txt(190 B)
        test_0110.txt(266 B)
        test_0111.txt(114 B)
        test_0112.txt(114 B)
        test_0113.txt(304 B)
        test_0114.txt(494 B)
      - train.cache(79.69 KB)
      - val
        Image1.txt(38 B)
        Image10.txt(114 B)
        Image100.txt(152 B)
        Image101.txt(152 B)
        Image102.txt(76 B)
        Image103.txt(76 B)
        Image104.txt(76 B)
        Image105.txt(114 B)
        Image106.txt(76 B)
        Image107.txt(114 B)
        Image108.txt(114 B)
        Image109.txt(76 B)
        Image11.txt(114 B)
        Image110.txt(76 B)
        Image111.txt(76 B)
        Image112.txt(76 B)
        Image113.txt(76 B)
        Image114.txt(114 B)
        Image115.txt(152 B)
        Image116.txt(152 B)
        Image117.txt(152 B)
        Image118.txt(152 B)
        Image119.txt(152 B)
        Image12.txt(114 B)
        Image120.txt(76 B)
        Image121.txt(38 B)
        Image122.txt(152 B)
        Image123.txt(76 B)
        Image124.txt(76 B)
        Image125.txt(76 B)
        Image126.txt(114 B)
        Image13.txt(114 B)
        Image14.txt(76 B)
        Image15.txt(76 B)
        Image16.txt(76 B)
        Image17.txt(152 B)
        Image18.txt(190 B)
        Image19.txt(114 B)
        Image2.txt(76 B)
        Image20.txt(114 B)
        Image21.txt(38 B)
        Image22.txt(76 B)
        Image23.txt(76 B)
        Image24.txt(190 B)
        Image25.txt(114 B)
        Image26.txt(152 B)
        Image27.txt(114 B)
        Image3.txt(76 B)
        Image4.txt(76 B)
        Image5.txt(152 B)
        Image6.txt(114 B)
        Image7.txt(190 B)
        Image8.txt(152 B)
        Image9.txt(152 B)
        classes.txt(16 B)
        test_0086.txt(76 B)
        test_0087.txt(266 B)
        test_0088.txt(190 B)
        test_0089.txt(228 B)
        test_0090.txt(114 B)
        test_0091.txt(190 B)
        test_0092.txt(342 B)
        test_0093.txt(228 B)
        test_0094.txt(152 B)
        test_0095.txt(114 B)
        test_0096.txt(38 B)
        test_0097.txt(190 B)
        test_0098.txt(152 B)
        test_0099.txt(152 B)
        test_0100.txt(152 B)
        test_0101.txt(266 B)
        test_0102.txt(152 B)
        test_0103.txt(152 B)
        test_0104.txt(342 B)
        test_0105.txt(418 B)
        test_0106.txt(76 B)
        test_0107.txt(190 B)
        test_0108.txt(190 B)
        test_0109.txt(190 B)
        test_0110.txt(266 B)
        test_0111.txt(114 B)
        test_0112.txt(114 B)
        test_0113.txt(304 B)
        test_0114.txt(494 B)
      - val.cache(23.55 KB)
  - detect.py(12.23 KB)
  - docs
    - Dockerfile(2.06 KB)
    - README.md(14.4 KB)
    - tutorial.ipynb(54.54 KB)
  - export.py(16.46 KB)
  - hubconf.py(6.06 KB)
  - images
    - UI
      - 1.png(231.79 KB)
      - 2.png(87.83 KB)
      - 3.png(35.62 KB)
      - 4.png(7.92 KB)
      - study.jpg(20.31 KB)
      - tiger.png(1.28 MB)
    - joker.jpg(117.96 KB)
    - right.jpeg(26.57 KB)
    - tmp
      - single_result.jpg(110.48 KB)
      - single_result_vid.jpg(76.41 KB)
      - tmp_upload.jpg(4.81 MB)
      - tmp_upload.png(1.14 MB)
      - upload_show_result.jpg(101.65 KB)
  - main.py(512 B)
  - models
    - __init__.py(0 B)
    - __pycache__
      - __init__.cpython-38.pyc(156 B)
      - common.cpython-38.pyc(25.95 KB)
      - experimental.cpython-38.pyc(4.78 KB)
      - yolo.cpython-38.pyc(12.64 KB)
    - common.py(26.71 KB)
    - experimental.py(4.48 KB)
    - hub
      - anchors.yaml(3.26 KB)
      - yolov3-spp.yaml(1.53 KB)
      - yolov3-tiny.yaml(1.2 KB)
      - yolov3.yaml(1.52 KB)
      - yolov5-bifpn.yaml(1.39 KB)
      - yolov5-fpn.yaml(1.19 KB)
      - yolov5-p2.yaml(1.62 KB)
      - yolov5-p6.yaml(1.66 KB)
      - yolov5-p7.yaml(2.03 KB)
      - yolov5-panet.yaml(1.37 KB)
      - yolov5l6.yaml(1.78 KB)
      - yolov5m6.yaml(1.78 KB)
      - yolov5n6.yaml(1.78 KB)
      - yolov5s-ghost.yaml(1.45 KB)
      - yolov5s-transformer.yaml(1.41 KB)
      - yolov5s6.yaml(1.78 KB)
      - yolov5x6.yaml(1.78 KB)
    - mask_yolov5l.yaml(1.37 KB)
    - mask_yolov5m.yaml(1.37 KB)
    - mask_yolov5s.yaml(1.37 KB)
    - tf.py(20.18 KB)
    - yolo.py(14.89 KB)
    - yolov5l.yaml(1.37 KB)
    - yolov5m.yaml(1.37 KB)
    - yolov5n.yaml(1.37 KB)
    - yolov5s.yaml(1.37 KB)
    - yolov5x.yaml(1.37 KB)
  - pretrained
    - yolov5s.pt(14.02 MB)
  - requirements.txt(896 B)
  - runs
    - detect
      - exp
    - exp
      - F1_curve.png(136.36 KB)
      - PR_curve.png(78.71 KB)
      - P_curve.png(114.39 KB)
      - R_curve.png(106.54 KB)
      - confusion_matrix.png(85.87 KB)
      - events.out.tfevents.1651130942.LAPTOP-K6H7FAKU.17084.0(986.58 KB)
      - hyp.yaml(400 B)
      - opt.yaml(753 B)
      - results.csv(29.1 KB)
      - results.png(260.69 KB)
      - train_batch0.jpg(40.03 KB)
      - train_batch1.jpg(123.71 KB)
      - train_batch2.jpg(43.68 KB)
      - val_batch0_labels.jpg(150.83 KB)
      - val_batch0_pred.jpg(153.13 KB)
      - val_batch1_labels.jpg(147.99 KB)
      - val_batch1_pred.jpg(151.57 KB)
      - val_batch2_labels.jpg(151.57 KB)
      - val_batch2_pred.jpg(156.14 KB)
      - weights
        best.pt(13.71 MB)
        last.pt(13.71 MB)
    - train
      - exp
        events.out.tfevents.1651163220.LAPTOP-K6H7FAKU.12444.0(40 B)
        hyp.yaml(400 B)
        opt.yaml(755 B)
        weights
      - exp2
        events.out.tfevents.1651163354.LAPTOP-K6H7FAKU.4812.0(40 B)
        hyp.yaml(400 B)
        opt.yaml(756 B)
        weights
      - exp3
        events.out.tfevents.1651163574.LAPTOP-K6H7FAKU.12592.0(40 B)
        hyp.yaml(400 B)
        opt.yaml(756 B)
        weights
      - exp4
        F1_curve.png(146.62 KB)
        PR_curve.png(82.35 KB)
        P_curve.png(120.22 KB)
        R_curve.png(117.84 KB)
        confusion_matrix.png(84.93 KB)
        events.out.tfevents.1651163672.LAPTOP-K6H7FAKU.13748.0(1006.89 KB)
        hyp.yaml(400 B)
        opt.yaml(756 B)
        results.csv(29.1 KB)
        results.png(254.87 KB)
        train_batch0.jpg(39.91 KB)
        train_batch1.jpg(153.02 KB)
        train_batch2.jpg(53.66 KB)
        val_batch0_labels.jpg(209.18 KB)
        val_batch0_pred.jpg(214.6 KB)
        val_batch1_labels.jpg(210.21 KB)
        val_batch1_pred.jpg(214.39 KB)
        val_batch2_labels.jpg(219.82 KB)
        val_batch2_pred.jpg(225.7 KB)
        weights
        best.pt(13.75 MB)
        last.pt(13.75 MB)
      - exp_yolov5s
        weights
    - 如需要数据集和训练好的模型请在博客自行下载.txt(0 B)
  - setup.cfg(923 B)
  - test.wav(79.1 KB)
  - train.py(32.48 KB)
  - utils
    - __init__.py(458 B)
    - __pycache__
      - __init__.cpython-38.pyc(570 B)
      - augmentations.cpython-38.pyc(8.84 KB)
      - autoanchor.cpython-38.pyc(6.13 KB)
      - autobatch.cpython-38.pyc(2.08 KB)
      - callbacks.cpython-38.pyc(2.24 KB)
      - datasets.cpython-38.pyc(34.82 KB)
      - datasets_not_print.cpython-38.pyc(34.36 KB)
      - downloads.cpython-38.pyc(3.89 KB)
      - general.cpython-38.pyc(29.82 KB)
      - loss.cpython-38.pyc(6.32 KB)
      - metrics.cpython-38.pyc(10.73 KB)
      - plots.cpython-38.pyc(17.6 KB)
      - torch_utils.cpython-38.pyc(11.65 KB)
    - activations.py(3.69 KB)
    - augmentations.py(11.46 KB)
    - autoanchor.py(7 KB)
    - autobatch.py(2.13 KB)
    - aws
      - __init__.py(0 B)
      - mime.sh(780 B)
      - resume.py(1.17 KB)
      - userdata.sh(1.22 KB)
    - callbacks.py(2.2 KB)
    - datasets.py(44.07 KB)
    - datasets_not_print.py(44.02 KB)
    - downloads.py(5.99 KB)
    - flask_rest_api
      - README.md(1.67 KB)
      - example_request.py(299 B)
      - restapi.py(1.05 KB)
    - general.py(34.01 KB)
    - google_app_engine
      - Dockerfile(821 B)
      - additional_requirements.txt(105 B)
      - app.yaml(174 B)
    - loggers
      - __init__.py(6.72 KB)
      - __pycache__
        __init__.cpython-38.pyc(6.5 KB)
      - wandb
        README.md(10.18 KB)
        __init__.py(0 B)
        __pycache__
        __init__.cpython-38.pyc(169 B)
        wandb_utils.cpython-38.pyc(18.77 KB)
        log_dataset.py(1.01 KB)
        sweep.py(1.12 KB)
        sweep.yaml(2.41 KB)
        wandb_utils.py(25.35 KB)
    - loss.py(9.43 KB)
    - metrics.py(13.34 KB)
    - plots.py(20.02 KB)
    - torch_utils.py(13.14 KB)
    - ui
      - __init__.py(175 B)
      - ji.py(6.23 KB)
      - server_main.py(468 B)
      - train_server.py(32.27 KB)
      - x.py(3.02 KB)
  - val.py(17.4 KB)
  - window.py(28.29 KB)
  - window.spec(1.01 KB)
  - window12.py(26.77 KB)

在线预览已结束，请下载后查看完整版，加入VIP享文档下载特权

1、当您付费下载文档后，您只拥有了使用权限，并不意味着购买了版权，文档只能用于自身使用，不得用于其他商业用途（如 [转卖]进行直接盈利或[编辑后售卖]进行间接盈利）。
2、本站所有内容均由合作方或网友上传，本站不对文档的完整性、权威性及其观点立场正确性做任何保证或承诺！文档内容仅供研究参考，付费前请自行鉴别。
3、如文档内容存在违规，或者侵犯商业秘密、侵犯著作权等，请点击“违规举报”。

碎片内容

2022电子物联网毕设一套基于深度学习的考试异常行为识别研究（论文+程序源代码+数据）定稿.zip

您可能关注的文档

发表评论取消回复

专业设计 + 关注: 机构认证
内容提供者

该用户很懒，什么也没介绍

收藏店铺进入空间

2022电子物联网毕设一套基于深度学习的考试异常行为识别研究（论文+程序源代码+数据）定稿.zip原创优质

2022电子物联网毕设一套基于深度学习的考试异常行为识别研究（论文+程序源代码+数据）定稿.zip

您可能关注的文档

发表评论取消回复

相关文档

热门下载

相关标签

2022电子物联网毕设一套 基于深度学习的考试异常行为识别研究（论文+程序源代码+数据）定稿.zip原创优质

2022电子物联网毕设一套 基于深度学习的考试异常行为识别研究（论文+程序源代码+数据）定稿.zip

您可能关注的文档

发表评论取消回复

相关文档

热门下载

相关标签

2022电子物联网毕设一套基于深度学习的考试异常行为识别研究（论文+程序源代码+数据）定稿.zip原创优质

2022电子物联网毕设一套基于深度学习的考试异常行为识别研究（论文+程序源代码+数据）定稿.zip