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coco數據集json文件

劉柏宏2年前10瀏覽0評論

coco數據集是計算機視覺領域最常用的數據集之一,其中json文件是整個數據集的關鍵組成部分。該文件包含了數據集中每張圖片的相關信息,如圖像文件名、圖像大小、標注信息和目標類別等。

{
"info": {
"description": "COCO 2017 Dataset",
"url": "http://cocodataset.org",
"version": "1.0",
"year": 2017,
"contributor": "COCO Consortium",
"date_created": "2017/09/01"
},
"licenses": [
{
"id": 1,
"name": "Attribution-NonCommercial-ShareAlike License",
"url": "http://creativecommons.org/licenses/by-nc-sa/2.0/"
}
],
"images": [
{
"id": 1,
"width": 640,
"height": 480,
"file_name": "000000397133.jpg",
"license": 1,
"flickr_url": "http://farm7.staticflickr.com/6116/6255196340_da26cf2c9e_z.jpg",
"coco_url": "http://images.cocodataset.org/val2017/000000397133.jpg",
"date_captured": "2013-11-14 17:02:52",
"annotations": [
{
"id": 1,
"image_id": 1,
"category_id": 1,
"area": 11296,
"bbox": [123, 208, 139, 160],
"iscrowd": 0
},
{
"id": 2,
"image_id": 1,
"category_id": 2,
"area": 55104,
"bbox": [118, 252, 256, 216],
"iscrowd": 0
}
]
}
],
"annotations": [
{
"id": 1,
"image_id": 1,
"category_id": 1,
"area": 11296,
"bbox": [123, 208, 139, 160],
"iscrowd": 0
},
{
"id": 2,
"image_id": 1,
"category_id": 2,
"area": 55104,
"bbox": [118, 252, 256, 216],
"iscrowd": 0
}
],
"categories": [
{
"id": 1,
"name": "person",
"supercategory": "person"
},
{
"id": 2,
"name": "car",
"supercategory": "vehicle"
}
]
}

以上是coco數據集中的一個樣例json文件,可看出該文件包括了"info"、"licenses"、"images"、"annotations"和"categories"五個主要部分。其中"images"、"annotations"和"categories"是最為重要的三個部分,分別代表了圖像、標注和目標類別信息,方便我們進行圖像目標檢測等相關任務。