yolo数据集制作与简单模型训练

资源文件列表(大概)

文件名

大小

plus/

plus/1.py

266B

plus/converted_images/

plus/datasets/

plus/datasets/before/

plus/datasets/before/1.jpg

61.02KB

plus/datasets/before/1.json

83.78KB

plus/datasets/before/10.jpg

52.81KB

plus/datasets/before/10.json

71.98KB

plus/datasets/before/11.jpg

54.24KB

plus/datasets/before/11.json

75.17KB

plus/datasets/before/12.jpg

45.39KB

plus/datasets/before/12.json

62.85KB

plus/datasets/before/13.jpg

52.25KB

plus/datasets/before/13.json

75.49KB

plus/datasets/before/14.jpg

42.64KB

plus/datasets/before/14.json

60.27KB

plus/datasets/before/15.jpg

48.75KB

plus/datasets/before/15.json

67.99KB

plus/datasets/before/16.jpg

48.74KB

plus/datasets/before/16.json

69.65KB

plus/datasets/before/17.jpg

21.5KB

plus/datasets/before/17.json

31.57KB

plus/datasets/before/18.jpg

68.31KB

plus/datasets/before/18.json

94.34KB

plus/datasets/before/19.jpg

30.45KB

plus/datasets/before/19.json

42.68KB

plus/datasets/before/2.jpg

44.05KB

plus/datasets/before/2.json

60.31KB

plus/datasets/before/20.jpg

30.2KB

plus/datasets/before/20.json

42.92KB

plus/datasets/before/3.jpg

611.3KB

plus/datasets/before/3.json

817.86KB

plus/datasets/before/4.jpg

118.91KB

plus/datasets/before/4.json

160.65KB

plus/datasets/before/5.jpg

611.3KB

plus/datasets/before/5.json

817.72KB

plus/datasets/before/6.jpg

72.57KB

plus/datasets/before/6.json

99.31KB

plus/datasets/before/7.jpg

112.83KB

plus/datasets/before/7.json

152.45KB

plus/datasets/before/8.jpg

69.92KB

plus/datasets/before/8.json

95.29KB

plus/datasets/before/9.jpg

91.43KB

plus/datasets/before/9.json

124.36KB

plus/datasets/image1/

plus/datasets/image1/1.jpg

61.02KB

plus/datasets/image1/10.jpg

52.81KB

plus/datasets/image1/2.jpg

44.05KB

plus/datasets/image1/3.jpg

611.21KB

plus/datasets/image1/4.jpg

118.91KB

plus/datasets/image1/7.jpg

112.83KB

plus/datasets/image1/8.jpg

69.92KB

plus/datasets/image1/9.jpg

91.43KB

plus/datasets/image2/

plus/datasets/image2/11.jpg

54.24KB

plus/datasets/image2/12.jpg

45.39KB

plus/datasets/image2/13.jpg

52.25KB

plus/datasets/image2/14.jpg

42.64KB

plus/datasets/image2/15.jpg

48.75KB

plus/datasets/image2/16.jpg

48.74KB

plus/datasets/image2/17.jpg

21.5KB

plus/datasets/image2/18.jpg

68.31KB

plus/datasets/image2/19.jpg

30.45KB

plus/datasets/image2/20.jpg

30.2KB

plus/datasets/JPEGImages/

plus/datasets/JPEGImages/1.jpg

61.02KB

plus/datasets/JPEGImages/10.jpg

52.81KB

plus/datasets/JPEGImages/11.jpg

54.24KB

plus/datasets/JPEGImages/12.jpg

45.39KB

plus/datasets/JPEGImages/13.jpg

52.25KB

plus/datasets/JPEGImages/14.jpg

42.64KB

plus/datasets/JPEGImages/15.jpg

48.75KB

plus/datasets/JPEGImages/16.jpg

48.74KB

plus/datasets/JPEGImages/17.jpg

21.5KB

plus/datasets/JPEGImages/18.jpg

68.31KB

plus/datasets/JPEGImages/19.jpg

30.45KB

plus/datasets/JPEGImages/2.jpg

44.05KB

plus/datasets/JPEGImages/20.jpg

30.2KB

plus/datasets/JPEGImages/3.jpg

611.21KB

plus/datasets/JPEGImages/4.jpg

118.91KB

plus/datasets/JPEGImages/5.jpg

611.3KB

plus/datasets/JPEGImages/6.jpg

72.57KB

plus/datasets/JPEGImages/7.jpg

112.83KB

plus/datasets/JPEGImages/8.jpg

69.92KB

plus/datasets/JPEGImages/9.jpg

91.43KB

plus/datasets/labels/

plus/datasets/labels/1.txt

53B

plus/datasets/labels/10.txt

79B

plus/datasets/labels/11.txt

53B

plus/datasets/labels/12.txt

27B

plus/datasets/labels/13.txt

39B

plus/datasets/labels/14.txt

25B

plus/datasets/labels/15.txt

51B

plus/datasets/labels/16.txt

52B

plus/datasets/labels/17.txt

53B

plus/datasets/labels/18.txt

55B

plus/datasets/labels/19.txt

67B

plus/datasets/labels/2.txt

55B

plus/datasets/labels/20.txt

53B

plus/datasets/labels/3.txt

64B

plus/datasets/labels/4.txt

55B

plus/datasets/labels/5.txt

82B

plus/datasets/labels/6.txt

63B

plus/datasets/labels/7.txt

64B

plus/datasets/labels/8.txt

55B

plus/datasets/labels/9.txt

61B

plus/datasets/labels1/

plus/datasets/labels1/1.txt

53B

plus/datasets/labels1/10.txt

79B

plus/datasets/labels1/2.txt

51B

plus/datasets/labels1/3.txt

84B

plus/datasets/labels1/4.txt

57B

plus/datasets/labels1/7.txt

81B

plus/datasets/labels1/8.txt

56B

plus/datasets/labels1/9.txt

63B

plus/datasets/labels2/

plus/datasets/labels2/11.txt

53B

plus/datasets/labels2/12.txt

27B

plus/datasets/labels2/13.txt

39B

plus/datasets/labels2/14.txt

25B

plus/datasets/labels2/15.txt

51B

plus/datasets/labels2/16.txt

52B

plus/datasets/labels2/17.txt

53B

plus/datasets/labels2/18.txt

55B

plus/datasets/labels2/19.txt

67B

plus/datasets/labels2/20.txt

53B

plus/datasets/mask/

plus/datasets/mask/1.png

4.03KB

plus/datasets/mask/10.png

4.66KB

plus/datasets/mask/11.png

4.92KB

plus/datasets/mask/12.png

3.88KB

plus/datasets/mask/13.png

4.47KB

plus/datasets/mask/14.png

3.48KB

plus/datasets/mask/15.png

3.48KB

plus/datasets/mask/16.png

4.19KB

plus/datasets/mask/17.png

3.64KB

plus/datasets/mask/18.png

6.69KB

plus/datasets/mask/19.png

3.17KB

plus/datasets/mask/2.png

4.29KB

plus/datasets/mask/20.png

4KB

plus/datasets/mask/3.png

21.23KB

plus/datasets/mask/4.png

7.75KB

plus/datasets/mask/5.png

20.72KB

plus/datasets/mask/6.png

7.37KB

plus/datasets/mask/7.png

7.7KB

plus/datasets/mask/8.png

7.41KB

plus/datasets/mask/9.png

8.12KB

plus/datasets/SegmentationClass/

plus/datasets/SegmentationClass/1.png

4.03KB

plus/datasets/SegmentationClass/10.png

4.66KB

plus/datasets/SegmentationClass/11.png

4.92KB

plus/datasets/SegmentationClass/12.png

3.88KB

plus/datasets/SegmentationClass/13.png

4.47KB

plus/datasets/SegmentationClass/14.png

3.48KB

plus/datasets/SegmentationClass/15.png

3.48KB

plus/datasets/SegmentationClass/16.png

4.19KB

plus/datasets/SegmentationClass/17.png

3.64KB

plus/datasets/SegmentationClass/18.png

6.69KB

plus/datasets/SegmentationClass/19.png

3.17KB

plus/datasets/SegmentationClass/2.png

4.29KB

plus/datasets/SegmentationClass/20.png

4KB

plus/datasets/SegmentationClass/3.png

21.23KB

plus/datasets/SegmentationClass/4.png

7.75KB

plus/datasets/SegmentationClass/5.png

20.72KB

plus/datasets/SegmentationClass/6.png

7.37KB

plus/datasets/SegmentationClass/7.png

7.7KB

plus/datasets/SegmentationClass/8.png

7.41KB

plus/datasets/SegmentationClass/9.png

8.12KB

plus/datasets/spilt_data/

plus/datasets/spilt_data/test/

plus/datasets/spilt_data/test/images/

plus/datasets/spilt_data/test/images/15.jpg

48.75KB

plus/datasets/spilt_data/test/images/17.jpg

21.5KB

plus/datasets/spilt_data/test/labels/

plus/datasets/spilt_data/test/labels/15.txt

51B

plus/datasets/spilt_data/test/labels/17.txt

53B

plus/datasets/spilt_data/train/

plus/datasets/spilt_data/train/images/

plus/datasets/spilt_data/train/images/1.jpg

61.02KB

plus/datasets/spilt_data/train/images/10.jpg

52.81KB

plus/datasets/spilt_data/train/images/11.jpg

54.24KB

plus/datasets/spilt_data/train/images/12.jpg

45.39KB

plus/datasets/spilt_data/train/images/13.jpg

52.25KB

plus/datasets/spilt_data/train/images/14.jpg

42.64KB

plus/datasets/spilt_data/train/images/16.jpg

48.74KB

plus/datasets/spilt_data/train/images/18.jpg

68.31KB

plus/datasets/spilt_data/train/images/19.jpg

30.45KB

plus/datasets/spilt_data/train/images/2.jpg

44.05KB

plus/datasets/spilt_data/train/images/3.jpg

611.21KB

plus/datasets/spilt_data/train/images/4.jpg

118.91KB

plus/datasets/spilt_data/train/images/6.jpg

72.57KB

plus/datasets/spilt_data/train/images/7.jpg

112.83KB

plus/datasets/spilt_data/train/images/8.jpg

69.92KB

plus/datasets/spilt_data/train/images/9.jpg

91.43KB

plus/datasets/spilt_data/train/labels/

plus/datasets/spilt_data/train/labels/1.txt

53B

plus/datasets/spilt_data/train/labels/10.txt

79B

plus/datasets/spilt_data/train/labels/11.txt

53B

plus/datasets/spilt_data/train/labels/12.txt

27B

plus/datasets/spilt_data/train/labels/13.txt

39B

plus/datasets/spilt_data/train/labels/14.txt

25B

plus/datasets/spilt_data/train/labels/16.txt

52B

plus/datasets/spilt_data/train/labels/18.txt

55B

plus/datasets/spilt_data/train/labels/19.txt

67B

plus/datasets/spilt_data/train/labels/2.txt

55B

plus/datasets/spilt_data/train/labels/3.txt

64B

plus/datasets/spilt_data/train/labels/4.txt

55B

plus/datasets/spilt_data/train/labels/6.txt

63B

plus/datasets/spilt_data/train/labels/7.txt

64B

plus/datasets/spilt_data/train/labels/8.txt

55B

plus/datasets/spilt_data/train/labels/9.txt

61B

plus/datasets/spilt_data/val/

plus/datasets/spilt_data/val/images/

plus/datasets/spilt_data/val/images/20.jpg

30.2KB

plus/datasets/spilt_data/val/images/5.jpg

611.3KB

plus/datasets/spilt_data/val/labels/

plus/datasets/spilt_data/val/labels/20.txt

53B

plus/datasets/spilt_data/val/labels/5.txt

82B

plus/Images/

plus/Images/Segment_Images/

plus/Images/Segment_Images/label_txt/

plus/Images/Segment_Images/label_txt/1.txt

53B

plus/Images/Segment_Images/label_txt/10.txt

80B

plus/Images/Segment_Images/label_txt/11.txt

53B

plus/Images/Segment_Images/label_txt/12.txt

28B

plus/Images/Segment_Images/label_txt/13.txt

53B

plus/Images/Segment_Images/label_txt/14.txt

26B

plus/Images/Segment_Images/label_txt/15.txt

52B

plus/Images/Segment_Images/label_txt/16.txt

53B

plus/Images/Segment_Images/label_txt/17.txt

53B

plus/Images/Segment_Images/label_txt/18.txt

58B

plus/Images/Segment_Images/label_txt/19.txt

79B

plus/Images/Segment_Images/label_txt/2.txt

58B

plus/Images/Segment_Images/label_txt/20.txt

53B

plus/Images/Segment_Images/label_txt/3.txt

78B

plus/Images/Segment_Images/label_txt/4.txt

58B

plus/Images/Segment_Images/label_txt/5.txt

78B

plus/Images/Segment_Images/label_txt/6.txt

68B

plus/Images/Segment_Images/label_txt/7.txt

80B

plus/Images/Segment_Images/label_txt/8.txt

58B

plus/Images/Segment_Images/label_txt/9.txt

64B

plus/json_to_data(mask).py

4.21KB

plus/json_to_dataset.py

3.25KB

plus/mask_to_yolo2.py

1.75KB

plus/mask_to_yolo3(single).py

3.62KB

plus/mask_to_yolotxt.py

2.02KB

plus/RGBA_to_RGB.py

1.4KB

plus/spilt.py

3.15KB

plus/sutady1.py

1.89KB

YOLO/

YOLO/Annotations/

YOLO/JPEGlmages/

YOLO/Models/

YOLO/requirements.txt

1.12KB

YOLO/ultralytics/

YOLO/ultralytics/.git/

YOLO/ultralytics/.git/branches/

YOLO/ultralytics/.git/config

303B

YOLO/ultralytics/.git/description

73B

YOLO/ultralytics/.git/HEAD

21B

YOLO/ultralytics/.git/hooks/

YOLO/ultralytics/.git/hooks/applypatch-msg.sample

478B

YOLO/ultralytics/.git/hooks/commit-msg.sample

896B

YOLO/ultralytics/.git/hooks/fsmonitor-watchman.sample

4.62KB

YOLO/ultralytics/.git/hooks/post-update.sample

189B

YOLO/ultralytics/.git/hooks/pre-applypatch.sample

424B

YOLO/ultralytics/.git/hooks/pre-commit.sample

1.61KB

YOLO/ultralytics/.git/hooks/pre-merge-commit.sample

416B

YOLO/ultralytics/.git/hooks/pre-push.sample

1.34KB

YOLO/ultralytics/.git/hooks/pre-rebase.sample

4.78KB

YOLO/ultralytics/.git/hooks/pre-receive.sample

544B

YOLO/ultralytics/.git/hooks/prepare-commit-msg.sample

1.46KB

YOLO/ultralytics/.git/hooks/push-to-checkout.sample

2.72KB

YOLO/ultralytics/.git/hooks/sendemail-validate.sample

2.25KB

YOLO/ultralytics/.git/hooks/update.sample

3.56KB

YOLO/ultralytics/.git/index

70.77KB

YOLO/ultralytics/.git/info/

YOLO/ultralytics/.git/info/exclude

240B

YOLO/ultralytics/.git/logs/

YOLO/ultralytics/.git/logs/HEAD

211B

YOLO/ultralytics/.git/logs/refs/

YOLO/ultralytics/.git/logs/refs/heads/

YOLO/ultralytics/.git/logs/refs/heads/main

211B

YOLO/ultralytics/.git/logs/refs/remotes/

YOLO/ultralytics/.git/logs/refs/remotes/origin/

YOLO/ultralytics/.git/logs/refs/remotes/origin/HEAD

211B

YOLO/ultralytics/.git/objects/

YOLO/ultralytics/.git/objects/info/

YOLO/ultralytics/.git/objects/pack/

YOLO/ultralytics/.git/objects/pack/pack-4e3e747d503ced3ff545a80b41076912c40434cc.idx

1.23MB

YOLO/ultralytics/.git/objects/pack/pack-4e3e747d503ced3ff545a80b41076912c40434cc.pack

34.9MB

YOLO/ultralytics/.git/objects/pack/pack-4e3e747d503ced3ff545a80b41076912c40434cc.rev

180.35KB

YOLO/ultralytics/.git/packed-refs

33.73KB

YOLO/ultralytics/.git/refs/

YOLO/ultralytics/.git/refs/heads/

YOLO/ultralytics/.git/refs/heads/main

41B

YOLO/ultralytics/.git/refs/remotes/

YOLO/ultralytics/.git/refs/remotes/origin/

YOLO/ultralytics/.git/refs/remotes/origin/HEAD

30B

YOLO/ultralytics/.git/refs/tags/

YOLO/ultralytics/.github/

YOLO/ultralytics/.github/dependabot.yml

647B

YOLO/ultralytics/.github/ISSUE_TEMPLATE/

YOLO/ultralytics/.github/ISSUE_TEMPLATE/bug-report.yml

3.92KB

YOLO/ultralytics/.github/ISSUE_TEMPLATE/config.yml

510B

YOLO/ultralytics/.github/ISSUE_TEMPLATE/feature-request.yml

1.87KB

YOLO/ultralytics/.github/ISSUE_TEMPLATE/question.yml

1.7KB

YOLO/ultralytics/.github/workflows/

YOLO/ultralytics/.github/workflows/ci.yaml

14.57KB

YOLO/ultralytics/.github/workflows/cla.yml

1.57KB

YOLO/ultralytics/.github/workflows/codeql.yaml

1.17KB

YOLO/ultralytics/.github/workflows/docker.yaml

8.33KB

YOLO/ultralytics/.github/workflows/docs.yml

4.3KB

YOLO/ultralytics/.github/workflows/format.yml

4.76KB

YOLO/ultralytics/.github/workflows/links.yml

3.47KB

YOLO/ultralytics/.github/workflows/merge-main-into-prs.yml

3.7KB

YOLO/ultralytics/.github/workflows/publish.yml

5.35KB

YOLO/ultralytics/.github/workflows/stale.yml

2.36KB

YOLO/ultralytics/.gitignore

2.4KB

YOLO/ultralytics/1.jpg

794.23KB

YOLO/ultralytics/cat.jpg

535.06KB

YOLO/ultralytics/CITATION.cff

764B

YOLO/ultralytics/CONTRIBUTING.md

10.05KB

YOLO/ultralytics/daxiang.jpg

4.43MB

YOLO/ultralytics/dlb.jpg

647.22KB

YOLO/ultralytics/docker/

YOLO/ultralytics/docker/Dockerfile

3.99KB

YOLO/ultralytics/docker/Dockerfile-arm64

2.46KB

YOLO/ultralytics/docker/Dockerfile-conda

2.11KB

YOLO/ultralytics/docker/Dockerfile-cpu

2.53KB

YOLO/ultralytics/docker/Dockerfile-jetson-jetpack4

3.32KB

YOLO/ultralytics/docker/Dockerfile-jetson-jetpack5

2.89KB

YOLO/ultralytics/docker/Dockerfile-jetson-jetpack6

2.62KB

YOLO/ultralytics/docker/Dockerfile-jupyter

1.62KB

YOLO/ultralytics/docker/Dockerfile-python

2.47KB

YOLO/ultralytics/docker/Dockerfile-runner

1.86KB

YOLO/ultralytics/docs/

YOLO/ultralytics/docs/build_docs.py

11.42KB

YOLO/ultralytics/docs/build_reference.py

5.94KB

YOLO/ultralytics/docs/coming_soon_template.md

1.84KB

YOLO/ultralytics/docs/en/

YOLO/ultralytics/docs/en/CNAME

21B

YOLO/ultralytics/docs/en/datasets/

YOLO/ultralytics/docs/en/datasets/classify/

YOLO/ultralytics/docs/en/datasets/classify/caltech101.md

7.74KB

YOLO/ultralytics/docs/en/datasets/classify/caltech256.md

8KB

YOLO/ultralytics/docs/en/datasets/classify/cifar10.md

8.54KB

YOLO/ultralytics/docs/en/datasets/classify/cifar100.md

7.18KB

YOLO/ultralytics/docs/en/datasets/classify/fashion-mnist.md

7.76KB

YOLO/ultralytics/docs/en/datasets/classify/imagenet.md

8.59KB

YOLO/ultralytics/docs/en/datasets/classify/imagenet10.md

7.61KB

YOLO/ultralytics/docs/en/datasets/classify/imagenette.md

9.08KB

YOLO/ultralytics/docs/en/datasets/classify/imagewoof.md

8.27KB

YOLO/ultralytics/docs/en/datasets/classify/index.md

8.54KB

YOLO/ultralytics/docs/en/datasets/classify/mnist.md

7.32KB

YOLO/ultralytics/docs/en/datasets/detect/

YOLO/ultralytics/docs/en/datasets/detect/african-wildlife.md

8.34KB

YOLO/ultralytics/docs/en/datasets/detect/argoverse.md

8.8KB

YOLO/ultralytics/docs/en/datasets/detect/brain-tumor.md

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YOLO/ultralytics/docs/en/datasets/detect/coco.md

9.36KB

YOLO/ultralytics/docs/en/datasets/detect/coco8.md

7.24KB

YOLO/ultralytics/docs/en/datasets/detect/globalwheat2020.md

8.82KB

YOLO/ultralytics/docs/en/datasets/detect/index.md

9.59KB

YOLO/ultralytics/docs/en/datasets/detect/lvis.md

9.75KB

YOLO/ultralytics/docs/en/datasets/detect/objects365.md

8.03KB

YOLO/ultralytics/docs/en/datasets/detect/open-images-v7.md

13.77KB

YOLO/ultralytics/docs/en/datasets/detect/roboflow-100.md

10.68KB

YOLO/ultralytics/docs/en/datasets/detect/signature.md

7.95KB

YOLO/ultralytics/docs/en/datasets/detect/sku-110k.md

9.05KB

YOLO/ultralytics/docs/en/datasets/detect/visdrone.md

9.04KB

YOLO/ultralytics/docs/en/datasets/detect/voc.md

8.51KB

YOLO/ultralytics/docs/en/datasets/detect/xview.md

8.35KB

YOLO/ultralytics/docs/en/datasets/explorer/

YOLO/ultralytics/docs/en/datasets/explorer/api.md

14.56KB

YOLO/ultralytics/docs/en/datasets/explorer/dashboard.md

7.45KB

YOLO/ultralytics/docs/en/datasets/explorer/explorer.ipynb

21.19KB

YOLO/ultralytics/docs/en/datasets/explorer/index.md

6.62KB

YOLO/ultralytics/docs/en/datasets/index.md

15.65KB

YOLO/ultralytics/docs/en/datasets/obb/

YOLO/ultralytics/docs/en/datasets/obb/dota-v2.md

9.99KB

YOLO/ultralytics/docs/en/datasets/obb/dota8.md

7.11KB

YOLO/ultralytics/docs/en/datasets/obb/index.md

7.45KB

YOLO/ultralytics/docs/en/datasets/pose/

YOLO/ultralytics/docs/en/datasets/pose/coco.md

9.35KB

YOLO/ultralytics/docs/en/datasets/pose/coco8-pose.md

7.18KB

YOLO/ultralytics/docs/en/datasets/pose/hand-keypoints.md

8.06KB

YOLO/ultralytics/docs/en/datasets/pose/index.md

10.27KB

YOLO/ultralytics/docs/en/datasets/pose/tiger-pose.md

7.66KB

YOLO/ultralytics/docs/en/datasets/segment/

YOLO/ultralytics/docs/en/datasets/segment/carparts-seg.md

8.7KB

YOLO/ultralytics/docs/en/datasets/segment/coco.md

8.57KB

YOLO/ultralytics/docs/en/datasets/segment/coco8-seg.md

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资源内容介绍

yolo数据集制作与简单模型训练

<div align="center"> <p> <a href="https://www.ultralytics.com/events/yolovision" target="_blank"> <img width="100%" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="YOLO Vision banner"></a> </p>[中文](https://docs.ultralytics.com/zh) | [한국어](https://docs.ultralytics.com/ko) | [日本語](https://docs.ultralytics.com/ja) | [Русский](https://docs.ultralytics.com/ru) | [Deutsch](https://docs.ultralytics.com/de) | [Français](https://docs.ultralytics.com/fr) | [Español](https://docs.ultralytics.com/es) | [Português](https://docs.ultralytics.com/pt) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar) <br><div> <a href="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml"><img src="https://github.com/ultralytics/ultralytics/actions/workflows/ci.yaml/badge.svg" alt="Ultralytics CI"></a> <a href="https://www.pepy.tech/projects/ultralytics"><img src="https://static.pepy.tech/badge/ultralytics" alt="Ultralytics Downloads"></a> <a href="https://zenodo.org/badge/latestdoi/264818686"><img src="https://zenodo.org/badge/264818686.svg" alt="Ultralytics YOLO Citation"></a> <a href="https://discord.com/invite/ultralytics"><img alt="Ultralytics Discord" src="https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue"></a> <a href="https://community.ultralytics.com/"><img alt="Ultralytics Forums" src="https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue"></a> <a href="https://reddit.com/r/ultralytics"><img alt="Ultralytics Reddit" src="https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue"></a> <br> <a href="https://console.paperspace.com/github/ultralytics/ultralytics"><img src="https://assets.paperspace.io/img/gradient-badge.svg" alt="Run Ultralytics on Gradient"></a> <a href="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/tutorial.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open Ultralytics In Colab"></a> <a href="https://www.kaggle.com/models/ultralytics/yolo11"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open Ultralytics In Kaggle"></a> <a href="https://mybinder.org/v2/gh/ultralytics/ultralytics/HEAD?labpath=examples%2Ftutorial.ipynb"><img src="https://mybinder.org/badge_logo.svg" alt="Open Ultralytics In Binder"></a></div><br>[Ultralytics](https://www.ultralytics.com/) [YOLO11](https://github.com/ultralytics/ultralytics) is a cutting-edge, state-of-the-art (SOTA) model that builds upon the success of previous YOLO versions and introduces new features and improvements to further boost performance and flexibility. YOLO11 is designed to be fast, accurate, and easy to use, making it an excellent choice for a wide range of object detection and tracking, instance segmentation, image classification and pose estimation tasks.We hope that the resources here will help you get the most out of YOLO. Please browse the Ultralytics <a href="https://docs.ultralytics.com/">Docs</a> for details, raise an issue on <a href="https://github.com/ultralytics/ultralytics/issues/new/choose">GitHub</a> for support, questions, or discussions, become a member of the Ultralytics <a href="https://discord.com/invite/ultralytics">Discord</a>, <a href="https://reddit.com/r/ultralytics">Reddit</a> and <a href="https://community.ultralytics.com/">Forums</a>!To request an Enterprise License please complete the form at [Ultralytics Licensing](https://www.ultralytics.com/license).<img width="100%" src="https://raw.githubusercontent.com/ultralytics/assets/refs/heads/main/yolo/performance-comparison.png" alt="YOLO11 performance plots"></a><div align="center"> <a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="2%" alt="Ultralytics GitHub"></a> <img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="2%" alt="space"> <a href="https://www.linkedin.com/company/ultralytics/"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-linkedin.png" width="2%" alt="Ultralytics LinkedIn"></a> <img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="2%" alt="space"> <a href="https://twitter.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-twitter.png" width="2%" alt="Ultralytics Twitter"></a> <img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="2%" alt="space"> <a href="https://youtube.com/ultralytics?sub_confirmation=1"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-youtube.png" width="2%" alt="Ultralytics YouTube"></a> <img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="2%" alt="space"> <a href="https://www.tiktok.com/@ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-tiktok.png" width="2%" alt="Ultralytics TikTok"></a> <img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="2%" alt="space"> <a href="https://ultralytics.com/bilibili"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-bilibili.png" width="2%" alt="Ultralytics BiliBili"></a> <img src="https://github.com/ultralytics/assets/raw/main/social/logo-transparent.png" width="2%" alt="space"> <a href="https://discord.com/invite/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-discord.png" width="2%" alt="Ultralytics Discord"></a></div></div>## <div align="center">Documentation</div>See below for a quickstart install and usage examples, and see our [Docs](https://docs.ultralytics.com/) for full documentation on training, validation, prediction and deployment.<details open><summary>Install</summary>Pip install the ultralytics package including all [requirements](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml) in a [**Python>=3.8**](https://www.python.org/) environment with [**PyTorch>=1.8**](https://pytorch.org/get-started/locally/).[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Ultralytics Downloads](https://static.pepy.tech/badge/ultralytics)](https://www.pepy.tech/projects/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)```bashpip install ultralytics```For alternative installation methods including [Conda](https://anaconda.org/conda-forge/ultralytics), [Docker](https://hub.docker.com/r/ultralytics/ultralytics), and Git, please refer to the [Quickstart Guide](https://docs.ultralytics.com/quickstart/).[![Conda Version](https://img.shields.io/conda/vn/conda-forge/ultralytics?logo=condaforge)](https://anaconda.org/conda-forge/ultralytics) [![Docker Image Version](https://img.shields.io/docker/v/ultralytics/ultralytics?sort=semver&logo=docker)](https://hub.docker.com/r/ultralytics/ultralytics) [![Ultralytics Docker Pulls](https://img.shields.io/docker/pulls/ultralytics/ultralytics?logo=docker)](https://hub.docker.com/r/ultralytics/ultralytics)</details><details open><summary>Usage</summary>### CLIYOLO may be used directly in the Command Line Interface (CLI) with a `yolo` command:```bashyolo predict model=yolo11n.pt source='https://ultralytics.com/images/bus.jpg'````yolo` can be used for a variety of tasks and modes and accepts additional arguments, i.e. `imgsz=640`. See the YOLO [CLI Docs](https://doc

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yolo数据集制作与简单模型训练

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