Dataset Versions

v6

2023-12-28 7:04pm

Generated on Dec 28, 2023

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Dataset Split

Train Set 89%
240Images
Valid Set 7%
20Images
Test Set 4%
10Images

Preprocessing

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -5° and +5°
Cutout: 9 boxes with 5% size each
Bounding Box: Exposure: Between -5% and +5%

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vehicle detection
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Group:
bicycle-car-motorcycle-bus-truck

CLASSES

LAYERS

 
3
7
 
5
1

Unused Classes

2
7

Tags

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Attributes

2_mp4-6.jpg

640x640
0.41MP

Updated Mar 1, 55960

11:16PM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Resize Stretch to 640x640
Exposure Applied Per Bounding Box
Rotation
Cutout Applied

Annotation History

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Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "2": 504,
        "3": 1149,
        "5": 15,
        "7": 50
    },
    "datasets": [
        "JSj1VRhMnG175Xu1G8Mc"
    ],
    "destination": "ff41f51b1422d9fbddee4551c86e9c45",
    "height": 640,
    "id": "EhPP3YjHG4Yhb4mOf7lo",
    "label": [],
    "labels": [],
    "name": "2_mp4-6.jpg",
    "numSteps": 4,
    "owner": "k7iwdrux7dc7fPbBy6MQmjcTLe93",
    "preprocessing": [
        "resize:[\"Stretch to\",640,640]",
        "exposure:[[-5],[-2],[-4],[1],[0],[4],[-4],[-2]]",
        "rotate:[2]",
        "cutout:[{\"masks\":[[5,0.10156626202826713,0.8228403796611483],[5,0.24605607536880103,0.5676018582125975],[5,0.772560884457606,0.1732366647661412],[5,0.16858467586207393,0.5540886570991277],[5,0.42230412872743517,0.8502121234254079],[5,0.7992368308497217,0.5898734937594636],[5,0.7546970372364197,0.8956339002948572],[5,0.45925251483652785,0.7054842879352348],[5,0.9697490005238776,0.14804690016472022]]}]"
    ],
    "preprocessingParsed": [
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Exposure",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Rotation",
            "value": "2°"
        },
        {
            "name": "Cutout",
            "value": "Applied"
        }
    ],
    "source": "EhPP3YjHG4Yhb4mOf7lo",
    "split": "train",
    "split.JSj1VRhMnG175Xu1G8Mc.6": "train",
    "status": "generated",
    "transforms": "[\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"exposure:[[-5],[-2],[-4],[1],[0],[4],[-4],[-2]]\",\n    \"rotate:[2]\",\n    \"cutout:[{\\\"masks\\\":[[5,0.10156626202826713,0.8228403796611483],[5,0.24605607536880103,0.5676018582125975],[5,0.772560884457606,0.1732366647661412],[5,0.16858467586207393,0.5540886570991277],[5,0.42230412872743517,0.8502121234254079],[5,0.7992368308497217,0.5898734937594636],[5,0.7546970372364197,0.8956339002948572],[5,0.45925251483652785,0.7054842879352348],[5,0.9697490005238776,0.14804690016472022]]}]\"\n]",
    "updated": 1703765056567,
    "updatedDate": "Mar 1, 55960",
    "updatedTime": "11:16PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "JSj1VRhMnG175Xu1G8Mc/6"
    ],
    "width": 640
}
{
    "boxes": [
        {
            "label": "5",
            "x": 132,
            "y": 146.5,
            "width": 132,
            "height": 254
        },
        {
            "label": "3",
            "x": 283.5,
            "y": 153.5,
            "width": 36,
            "height": 128
        },
        {
            "label": "3",
            "x": 262.5,
            "y": 22.5,
            "width": 23,
            "height": 42
        },
        {
            "label": "3",
            "x": 309,
            "y": 26.5,
            "width": 22,
            "height": 53
        },
        {
            "label": "3",
            "x": 349,
            "y": 268.5,
            "width": 46,
            "height": 127
        },
        {
            "label": "3",
            "x": 208.5,
            "y": 534.5,
            "width": 50,
            "height": 178
        },
        {
            "label": "3",
            "x": 302,
            "y": 570,
            "width": 58,
            "height": 140
        },
        {
            "label": "3",
            "x": 576.5,
            "y": 466,
            "width": 70,
            "height": 178
        }
    ],
    "height": 640,
    "key": "2_mp4-6.jpg",
    "width": 640
}

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