Dataset Versions

v9

2022-07-27 10:04am

Generated on Jul 27, 2022

Dataset Split

Train Set 80%
7943Images
Valid Set 20%
1948Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 224x224
Modify Classes: 0 remapped, 1 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 2
Flip: Horizontal
Rotation: Between -30° and +30°
Grayscale: Apply to 20% of images
Violation Classification - Raw
Annotate
161--cropped-2022-02-13-20-40-10-converted_mp4-7.jpg
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train
Labels
Attributes
Raw Data

Annotations

Group:
Violation

CLASSES

 
nonViolation
0

Unused Classes

ambiguous
publicDrinking
publicSmoking

Tags

No Tags Applied
Type and select tags below to add them to the image.

Attributes

161--cropped-2022-02-13-20-40-10-converted_mp4-7.jpg

120x224
0.03MP

Updated Jul 27, 2022

2:04AM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Resize Fit within 224x224
Modify Classes Applied
Rotation

Annotation History

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Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "publicDrinking": 2055,
        "publicSmoking": 1874,
        "nonViolation": 2004,
        "ambiguous": 1916
    },
    "datasets": [
        "pCBnMRknVIJEz2rhQhhy"
    ],
    "destination": "b323dfb36a04a4a1b25d96865d31c615",
    "height": 224,
    "id": "6Mo5qrObKbo5XB8BJBPG",
    "label": [
        "nonViolation"
    ],
    "labels": [
        "nonViolation"
    ],
    "name": "161--cropped-2022-02-13-20-40-10-converted_mp4-7.jpg",
    "numSteps": 4,
    "owner": "4LnVChUUQmg3W7xxIyWX3gjwQnj1",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Fit within\",224,224]",
        "remap:[\"01e98888f1df6cfbd39f384cd207205f\"]",
        "rotate:[9]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Fit within 224x224"
        },
        {
            "name": "Modify Classes",
            "value": "Applied"
        },
        {
            "name": "Rotation",
            "value": "9°"
        }
    ],
    "source": "6Mo5qrObKbo5XB8BJBPG",
    "split": "train",
    "split.pCBnMRknVIJEz2rhQhhy.9": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Fit within\\\",224,224]\",\n    \"remap:[\\\"01e98888f1df6cfbd39f384cd207205f\\\"]\",\n    \"rotate:[9]\"\n]",
    "updated": {
        "_seconds": 1658887457,
        "_nanoseconds": 61000000
    },
    "updatedDate": "Jul 27, 2022",
    "updatedTime": "2:04AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "pCBnMRknVIJEz2rhQhhy/9"
    ],
    "width": 120
}
{
    "boxes": [],
    "height": 224,
    "key": "161--cropped-2022-02-13-20-40-10-converted_mp4-7.jpg",
    "width": 120
}
  1. 1
    ambiguous
  2. 2
    nonViolation
  3. 3
    publicDrinking
  4. 4
    publicSmoking
900%
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