Dataset Versions

v1

2024-06-24 5:51pm

Generated on Jun 24, 2024

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Dataset Split

Train Set 92%
2535Images
Valid Set 4%
104Images
Test Set 4%
105Images

Preprocessing

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

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Shear: ±10° Horizontal, ±10° Vertical
Saturation: Between -25% and +25%
Brightness: Between -22% and +22%
Blur: Up to 3.8px
Noise: Up to 1.96% of pixels

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Annotations

Group: Normal-case
 
malignant-case
1

Unused Classes

Normal-case

Attributes

Malignant-case-385-.jpg

640x640
0.41MP

Updated Nov 29, 56450

10:56AM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 87%
Centered on 98%, 49%
Resize Stretch to 640x640
Auto-Adjust Contrast Contrast Stretching
90° Rotate Applied
Shear X: 8°
Y: -7°
Saturation -19%
Brightness -1%
Blur 2.75px
Noise 1.21%

Annotation History

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Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "RfC8W0pvqRzLHm0g8IrQ"
    ],
    "destination": "cc354baa5d8047d02f89572ccf3d5530",
    "height": 640,
    "id": "nD4C70C0X9Ad50Vn98gd",
    "label": [],
    "labels": [],
    "name": "Malignant-case-385-.jpg",
    "numSteps": 10,
    "owner": "Q0BMqQLRu8SI6e7vomDxgB8sbMB3",
    "preprocessing": [
        "auto-orient",
        "crop:[87,0.983011,0.488436]",
        "resize:[\"Stretch to\",640,640]",
        "auto-contrast:[\"Contrast Stretching\"]",
        "ninety:[0]",
        "shear:[8,-7]",
        "saturation:[-19]",
        "brightness:[-1]",
        "blur:[2.75]",
        "noise:[1.21,725013]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 87%<br />Centered on 98%, 49%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Auto-Adjust Contrast",
            "value": "Contrast Stretching"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Shear",
            "value": "X: 8°<br/>Y: -7°"
        },
        {
            "name": "Saturation",
            "value": "-19%"
        },
        {
            "name": "Brightness",
            "value": "-1%"
        },
        {
            "name": "Blur",
            "value": "2.75px"
        },
        {
            "name": "Noise",
            "value": "1.21%"
        }
    ],
    "source": "nD4C70C0X9Ad50Vn98gd",
    "split": "train",
    "split.RfC8W0pvqRzLHm0g8IrQ.1": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[87,0.983011,0.488436]\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"auto-contrast:[\\\"Contrast Stretching\\\"]\",\n    \"ninety:[0]\",\n    \"shear:[8,-7]\",\n    \"saturation:[-19]\",\n    \"brightness:[-1]\",\n    \"blur:[2.75]\",\n    \"noise:[1.21,725013]\"\n]",
    "updated": 1719251521004,
    "updatedDate": "Nov 29, 56450",
    "updatedTime": "10:56AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "RfC8W0pvqRzLHm0g8IrQ/1"
    ],
    "width": 640
}
                            
                            

Annotation Data

{
    "boxes": [
        {
            "label": "malignant-case",
            "x": 321.11781796514595,
            "y": 330.96099917938864,
            "width": 637.7643640697081,
            "height": 618.0780016412227
        }
    ],
    "height": 640,
    "key": "Malignant case (385).jpg",
    "width": 640
}
                                

                                

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