Define the DAITA-specific annotation format
Opened this issue · 0 comments
pcaversaccio commented
As part of our DAITAnnotation platform, we will use our DAITA-specific annotation format. This issue tracks the progress we make in specifying the exact annotation format.
In the following I share a couple of existing examples.
Scale AI: scale.ai.json
[
{
"task_id": "a9b7c5d3e1f",
"created_at": "2000-01-01T00:00:00.000Z",
"completed_at": "2000-01-01T00:00:00.000Z",
"callback_url": "example@example.com",
"type": "annotation",
"status": "completed",
"instruction": "\n# Instructions\n\nLabel the helmets on the workers.",
"params": {
"attachment": "https://storage.googleapis.com/roboflow/0001.jpg",
"attachment_type": "image",
"objects_to_annotate": [
"helmet",
"head",
"person"
],
"with_labels": true,
"min_width": 0,
"min_height": 0,
"examples": []
},
"is_test": false,
"urgency": "standard",
"metadata": {},
"callback_succeeded": true,
"processed_attachments": [],
"project": "Hard Hat Workers",
"response": {
"annotations": [
{
"width": 189,
"height": 144,
"label": "helmet",
"left": 1374,
"top": 2128
},
{
"width": 157,
"height": 122,
"label": "person",
"left": 1427,
"top": 2409
}
]
},
"project_param_version": 0,
"scale_internal_attachment": "https://d2qt2k6tuv6mdh.cloudfront.net/a9b7c5d3e1f/001.jpg",
"workStarted": true
}
]Labelbox: labelbox.json
[{
"ID": "a9b7c5d3e1f",
"DataRow ID": "xy10z8a6b4c",
"Labeled Data": "https://storage.labelbox.com/IMG_001.JPG",
"Label": {
"helmet": [{
"geometry": [{
"x": 690,
"y": 1497
}, {
"x": 931,
"y": 1497
}, {
"x": 931,
"y": 1633
}, {
"x": 690,
"y": 1633
}]
}, {
"geometry": [{
"x": 1079,
"y": 1445
}, {
"x": 1324,
"y": 1445
}, {
"x": 1324,
"y": 1564
}, {
"x": 1079,
"y": 1564
}]
}]
},
"Project Name": "Boggle",
"External ID": "IMG_001.JPG"
}]Sagemaker GroundTruth Manifest: rekognition.manifest
{"source-ref":"s3://roboflow/img001.jpg","roboflow":{"annotations":[{"class_id":1,"width":64,"top":82,"height":72,"left":350},{"class_id":1,"width":52,"top":139,"height":61,"left":242}],"image_size":[{"width":500,"depth":3,"height":333}]},"roboflow-metadata":{"job-name":"labeling-job/roboflow","class-map":{"0":"helmet","1":"helmet"},"human-annotated":"yes","objects":[{"confidence":0.09},{"confidence":0.09}],"creation-date":"2020-07-20T18:45:18.67800","type":"groundtruth/object-detection"}}
{"source-ref":"s3://roboflow/img002.jpg","roboflow":{"annotations":[{"class_id":1,"width":28,"top":32,"height":33,"left":95},{"class_id":1,"width":27,"top":93,"height":27,"left":149}],"image_size":[{"width":300,"depth":3,"height":220}]},"roboflow-metadata":{"job-name":"labeling-job/roboflow","class-map":{"0":"helmet","1":"helmet"},"human-annotated":"yes","objects":[{"confidence":0.09},{"confidence":0.09}],"creation-date":"2020-07-20T18:45:18.69200","type":"groundtruth/object-detection"}}
{"source-ref":"s3://roboflow/img003.jpg","roboflow":{"annotations":[{"class_id":1,"width":33,"top":85,"height":43,"left":252},{"class_id":1,"width":38,"top":85,"height":49,"left":208},{"class_id":1,"width":28,"top":97,"height":38,"left":444},{"class_id":1,"width":46,"top":74,"height":58,"left":100},{"class_id":1,"width":51,"top":77,"height":55,"left":329},{"class_id":1,"width":26,"top":122,"height":38,"left":391},{"class_id":1,"width":34,"top":84,"height":44,"left":324},{"class_id":1,"width":15,"top":118,"height":23,"left":3},{"class_id":1,"width":24,"top":113,"height":34,"left":19}],"image_size":[{"width":500,"depth":3,"height":324}]},"roboflow-metadata":{"job-name":"labeling-job/roboflow","class-map":{"0":"helmet","1":"helmet"},"human-annotated":"yes","objects":[{"confidence":0.09},{"confidence":0.09},{"confidence":0.09},{"confidence":0.09},{"confidence":0.09},{"confidence":0.09},{"confidence":0.09},{"confidence":0.09},{"confidence":0.09}],"creation-date":"2020-07-20T18:45:18.69400","type":"groundtruth/object-detection"}}
{"source-ref":"s3://roboflow/img004.jpg","roboflow":{"annotations":[{"class_id":1,"width":105,"top":168,"height":107,"left":128},{"class_id":1,"width":132,"top":475,"height":126,"left":158}],"image_size":[{"width":500,"depth":3,"height":750}]},"roboflow-metadata":{"job-name":"labeling-job/roboflow","class-map":{"0":"helmet","1":"helmet"},"human-annotated":"yes","objects":[{"confidence":0.09},{"confidence":0.09}],"creation-date":"2020-07-20T18:45:18.70100","type":"groundtruth/object-detection"}}
{"source-ref":"s3://roboflow/img005.jpg","roboflow":{"annotations":[{"class_id":1,"width":85,"top":2,"height":85,"left":45},{"class_id":1,"width":72,"top":29,"height":81,"left":324},{"class_id":1,"width":56,"top":56,"height":64,"left":269},{"class_id":1,"width":58,"top":12,"height":70,"left":120},{"class_id":1,"width":29,"top":36,"height":36,"left":31},{"class_id":1,"width":58,"top":15,"height":51,"left":315},{"class_id":1,"width":35,"top":1,"height":112,"left":454}],"image_size":[{"width":490,"depth":3,"height":275}]},"roboflow-metadata":{"job-name":"labeling-job/roboflow","class-map":{"0":"helmet","1":"helmet"},"human-annotated":"yes","objects":[{"confidence":0.09},{"confidence":0.09},{"confidence":0.09},{"confidence":0.09},{"confidence":0.09},{"confidence":0.09},{"confidence":0.09}],"creation-date":"2020-07-20T18:45:18.70600","type":"groundtruth/object-detection"}}
{"source-ref":"s3://roboflow/img006.jpg","roboflow":{"annotations":[{"class_id":1,"width":57,"top":46,"height":62,"left":43},{"class_id":1,"width":60,"top":51,"height":61,"left":244}],"image_size":[{"width":400,"depth":3,"height":225}]},"roboflow-metadata":{"job-name":"labeling-job/roboflow","class-map":{"0":"helmet","1":"helmet"},"human-annotated":"yes","objects":[{"confidence":0.09},{"confidence":0.09}],"creation-date":"2020-07-20T18:45:18.70800","type":"groundtruth/object-detection"}}
{"source-ref":"s3://roboflow/img007.jpg","roboflow":{"annotations":[{"class_id":0,"width":64,"top":41,"height":67,"left":228}],"image_size":[{"width":401,"depth":3,"height":600}]},"roboflow-metadata":{"job-name":"labeling-job/roboflow","class-map":{"0":"helmet"},"human-annotated":"yes","objects":[{"confidence":0.09}],"creation-date":"2020-07-20T18:45:18.71000","type":"groundtruth/object-detection"}}
{"source-ref":"s3://roboflow/img008.jpg","roboflow":{"annotations":[{"class_id":1,"width":116,"top":19,"height":121,"left":64},{"class_id":1,"width":82,"top":75,"height":102,"left":204},{"class_id":1,"width":128,"top":0,"height":138,"left":340}],"image_size":[{"width":500,"depth":3,"height":333}]},"roboflow-metadata":{"job-name":"labeling-job/roboflow","class-map":{"0":"helmet","1":"helmet"},"human-annotated":"yes","objects":[{"confidence":0.09},{"confidence":0.09},{"confidence":0.09}],"creation-date":"2020-07-20T18:45:18.71200","type":"groundtruth/object-detection"}}
{"source-ref":"s3://roboflow/img009.jpg","roboflow":{"annotations":[{"class_id":1,"width":72,"top":0,"height":63,"left":95},{"class_id":1,"width":64,"top":45,"height":78,"left":167}],"image_size":[{"width":444,"depth":3,"height":215}]},"roboflow-metadata":{"job-name":"labeling-job/roboflow","class-map":{"0":"helmet","1":"helmet"},"human-annotated":"yes","objects":[{"confidence":0.09},{"confidence":0.09}],"creation-date":"2020-07-20T18:45:18.71600","type":"groundtruth/object-detection"}}
{"source-ref":"s3://roboflow/img010.jpg","roboflow":{"annotations":[{"class_id":1,"width":64,"top":4,"height":84,"left":179},{"class_id":1,"width":36,"top":85,"height":37,"left":40},{"class_id":1,"width":46,"top":64,"height":44,"left":69},{"class_id":1,"width":27,"top":110,"height":34,"left":2}],"image_size":[{"width":480,"depth":3,"height":318}]},"roboflow-metadata":{"job-name":"labeling-job/roboflow","class-
LabelMe: labelme.json
{
"version": "4.5.6",
"flags": {},
"shapes": [
{
"label": "black-bishop",
"points": [
[
250.5,
44.0
],
[
285.0,
112.5
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "white-knight",
"points": [
[
128.5,
44.0
],
[
168.5,
110.5
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "white-king",
"points": [
[
110.5,
153.5
],
[
160.0,
253.5
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "white-bishop",
"points": [
[
91.0,
295.0
],
[
136.5,
366.0
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "white-pawn",
"points": [
[
242.0,
253.5
],
[
277.5,
306.5
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "white-queen",
"points": [
[
317.0,
33.0
],
[
357.0,
117.0
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "white-bishop",
"points": [
[
367.5,
1.5
],
[
401.0,
69.5
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "black-rook",
"points": [
[
484.5,
56.5
],
[
522.5,
113.0
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "black-king",
"points": [
[
557.0,
108.0
],
[
614.5,
206.0
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "black-pawn",
"points": [
[
384.0,
153.0
],
[
412.5,
204.5
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "black-bishop",
"points": [
[
388.5,
242.0
],
[
428.0,
310.5
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "black-pawn",
"points": [
[
517.5,
249.5
],
[
553.0,
303.5
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
},
{
"label": "black-knight",
"points": [
[
466.5,
356.5
],
[
516.0,
430.5
]
],
"group_id": null,
"shape_type": "rectangle",
"flags": {}
}
],
"imagePath": "0af.jpg",
"imageData": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBg...",
"imageHeight": 512,
"imageWidth": 765
}