Dataset Versions

v4

2024-07-24 1-37am Adjust preprocess and augmentation

Generated on Jul 24, 2024

Dataset Split

Train Set 82%
1998Images
Valid Set 12%
285Images
Test Set 6%
143Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 2
Brightness: Between -15% and +15%
Exposure: Between -15% and +15%
Blur: Up to 1px
Noise: Up to 0.6% of pixels
Cutout: 3 boxes with 10% size each
Mosaic: Applied

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Attributes
Raw Data

Annotations

Group:
tree-person-path

CLASSES

LAYERS

 
path
3
 
Base : background

Unused Classes

bushes
dry_frond
dry_leaf
ffb
green_frond
green_leaf
mound
non_traversable
person
pole
sky
traversable
tree_trunk
vehicle

Tags

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Attributes

4400.jpg

640x640
0.41MP

Updated Jul 24, 2024

1:37AM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Resize Stretch to 640x640
Auto-Adjust Contrast Adaptive Equalization
Brightness 5%
Exposure -8%
Blur 0.75px
Noise 0.07%
Mosaic Applied
Cutout Applied

Annotation History

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Raw Data

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    "classes": [
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        "path",
        "trunk"
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    ],
    "destination": "6b232178abc3764cfc3f16bccc593c1a",
    "height": 640,
    "id": "IP7FMRuMCUOVASKUiSkx",
    "label": [],
    "labels": [],
    "name": "4400.jpg",
    "numSteps": 9,
    "owner": "CtUIULe2dcNDABgjg4ldimfyHe23",
    "preprocessing": [
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        "resize:[\"Stretch to\",640,640]",
        "auto-contrast:[\"Adaptive Equalization\"]",
        "brightness:[5]",
        "exposure:[-8]",
        "blur:[0.75]",
        "noise:[0.07,551604]",
        "mosaic:[43,56,[[0.579308,0.730209],[0.723088,0.838306],[0.638326,0.807806],[0.453063,0.949043]]]",
        "cutout:[{\"masks\":[[10,0.350297671107467,0.6301333951002199],[10,0.14115045819088068,0.1471364055050397],[10,0.023007394940607773,0.19611574080385652]]}]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Auto-Adjust Contrast",
            "value": "Adaptive Equalization"
        },
        {
            "name": "Brightness",
            "value": "5%"
        },
        {
            "name": "Exposure",
            "value": "-8%"
        },
        {
            "name": "Blur",
            "value": "0.75px"
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        {
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            "value": "0.07%"
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        {
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            "value": "Applied"
        },
        {
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    "source": "IP7FMRuMCUOVASKUiSkx",
    "split": "train",
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    "status": "generated",
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    "updated": {
        "_seconds": 1721785070,
        "_nanoseconds": 309000000
    },
    "updatedDate": "Jul 24, 2024",
    "updatedTime": "1:37AM",
    "updatedTimezone": "+00:00",
    "versions": [
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