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swift_coco

Installation

Install swift 5.8.1

Package used?

None. Since swift package SwiftyJson not compitable with Linux for now, so write entirely using swift natively on Linux JSONDecoder.

TODO

  • fixed id2category mapping
  • Image id filed is mapped to it's index on the images fileds, so mergeing with other source annotated .json file may cause conflict
  • file_name in the image name is named as absolute path since images can locate at different directories.
  • split train/val/test :
  • For the purpose of continue training of models with new data, fix categoryid2name mapping by an config .txt file

Notice

  1. coco format set category id=0 as background class. When training with detectron2 framework, the totoal class param in your config should be set to total_class_num + 1(background class)
  2. totoal number of class is determined at run time, according to the given axera anno json file. So if an category is not present in original axera anno, it will not present in coco anno.(TODO: fixed id2category mapping)
  3. id to name mapping format in the .txt file: A B C, A is the categoryID, B is the categoryName field in the axera anno(为中文字符), C is the uft8 string that represent the category used by coco anno. e.g.
0 背景 background
1 路面箭头 Road_Arrow
2 人行横道 Crosswalk
3 停止线 Stop-line

Reference: Structure of coco format

{
    "info": {
        "year": "2023",
        "version": "0.1",
        "description": "Exported by Swift_COCO",
        "contributor": "gaoyi",
        "url": "",
        "date_created": "2023-10-17T09:48:27"
    },
    "licenses": [
        {
          "url": "",
          "id": 1,
          "name": ""
        },
        ...
    ],
    "categories": [
        ...
        {
            "id": 2,
            "name": "cat",
            "supercategory": "animal"
        },
        ...
    ],
    "images": [
        {
            "id": 0,
            "license": 1,
            "file_name": "<filename0>.<ext>",
            "height": 480,
            "width": 640,
            "date_captured": null
        },
        ...
    ],
    "annotations": [
        {
            "id": 0,
            "image_id": 0,
            "category_id": 2,
            "bbox": [260, 177, 231, 199], //[left_top_x, left_top_y, width, height]
            "segmentation": [...],
            "area": 45969, // bbox width * height
            "iscrowd": 0
        },
        ...
    ]
}

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