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Labeling

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标签:Dataset
formatspecadopted by
xyxyleft, top, right, bottomPascal VOC
xyxynAlbumentations
xywhleft, top, width, heightCOCO
xywhn
cxcywhcenter x, center y, width, heightCreateML
cxcywhnYOLO
  • n -> Normalized

YOLO

YOLO Detection

text
class_index x_center y_center width height

YOLO OOB

text
class_index, x1, y1, x2, y2, x3, y3, x4, y4
  • OOB Oriented Bounding Box

YOLO Segmentation

text
class-index x1 y1 x2 y2 ... xn yn

YOLO Pose Estimation 2D

text
class-index x y width height px1 py1 px2 py2 ... pxn pyn

YOLO Pose Estimation 3D

text
class-index x y width height px1 py1 p1-visibility px2 py2 p2-visibility ... pxn pyn pn-visibility

VOC

xml
<annotation>
    <folder>VOC2012</folder>
    <filename>image1.jpg</filename>
    <size>
        <width>800</width>
        <height>600</height>
        <depth>3</depth>
    </size>
    <object>
        <name>dog</name>
        <pose>Unspecified</pose>
        <truncated>0</truncated>
        <difficult>0</difficult>
        <bndbox>
            <xmin>48</xmin>
            <ymin>240</ymin>
            <xmax>195</xmax>
            <ymax>371</ymax>
        </bndbox>
    </object>
</annotation>

COCO

json
{
  "images": [
    {
      "id": 1,
      "file_name": "image1.jpg",
      "width": 800,
      "height": 600
    }
  ],
  "annotations": [
    {
      "id": 1,
      "image_id": 1,
      "category_id": 18,
      "bbox": [48, 240, 147, 131],
      "segmentation": [],
      "area": 19257,
      "iscrowd": 0
    }
  ],
  "categories": [
    {
      "id": 18,
      "name": "dog",
      "supercategory": "animal"
    }
  ]
}

关联信息

反向链接和本文引用的外部资料。

反向链接

  • 机器学习
    笔记 · 标记

    训练 · 标记 · Comparing Deep Learning Frameworks · | - | tiny-cnn | caffe | Theano | TensorFlow | · | Prerequisites | Nothing(Optional:TBB,OpenMP) | BLAS,Boost,protobuf,glog,gflags,...

  • ML Awesome
    笔记 · Labeling

    LLM · LLM Awesome · Diffusion · Diffusion Awesome · NLP · NLP Awesome · GAN · img2img · Framework · PyTorch · by Meta · tinygrad/tinygrad

References

GitHub

1 条

其他外链

2 条
最近更新commit e6a0237Edit

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