Dataset Versions

v3

Xtreme

Generated on Sep 11, 2024

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YOLOv11

TXT annotations and YAML config used with YOLOv11.

YOLOv9

TXT annotations and YAML config used with YOLOv9.

YOLOv8

TXT annotations and YAML config used with YOLOv8.

YOLOv5

TXT annotations and YAML config used with YOLOv5.

YOLOv7

TXT annotations and YAML config used with YOLOv7.

COCO JSON

COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.

YOLO Darknet

Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.

Pascal VOC XML

Common XML annotation format for local data munging (pioneered by ImageNet).

TFRecord

TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.

PaliGemma

PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.

CreateML JSON

CreateML JSON format is used with Apple's CreateML and Turi Create tools.

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90 Total Images

View All Images

Annotation Visualization

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Dataset Split

Train Set 100%

90Images

Valid Set %

0Images

Test Set %

0Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3

Flip: Horizontal

Rotation: Between -15° and +15°

Grayscale: Apply to 25% of images

Hue: Between -25° and +25°

Saturation: Between -25% and +25%

Brightness: Between -25% and +25%

Exposure: Between -20% and +20%

Bounding Box: Flip: Horizontal

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person-cone

Annotate

1 / 13

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train

Labels

Attributes

Raw Data

Annotations

Group:

Person-DetectionCone

CLASSES

LAYERS

trafficcone

16

Unused Classes

person

Tags

No Tags Applied

Type and select tags below to add them to the image.

Attributes

vlcsnap-2024-09-11-11h31m27s572.png

1080x608

0.66MP

Updated Nov 5, 56665

2:01PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient	Applied
Flip	Applied Per Bounding Box
Rotation	15°
Hue	0°
Saturation	11%
Brightness	20%
Exposure	-7%

Annotation History

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Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "person": 121,
        "trafficcone": 458
    },
    "datasets": [
        "D9yZ8gpULWOECWg5zPRf"
    ],
    "destination": "224817dbb4d052064bb0ce2b5a08d058",
    "height": 608,
    "id": "dlrQqF9HpZZacGD7j2DG",
    "label": [],
    "labels": [],
    "name": "vlcsnap-2024-09-11-11h31m27s572.png",
    "numSteps": 7,
    "owner": "yv8Ozjtvj9Cmpv5d1H7Z",
    "preprocessing": [
        "auto-orient",
        "flip:[[],[\"horizontal\"],[],[\"horizontal\"],[],[],[],[\"horizontal\"],[\"horizontal\"],[\"horizontal\"],[],[],[],[],[],[\"horizontal\"]]",
        "rotate:[15]",
        "hue:[0]",
        "saturation:[11]",
        "brightness:[20]",
        "exposure:[-7]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Flip",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Rotation",
            "value": "15°"
        },
        {
            "name": "Hue",
            "value": "0°"
        },
        {
            "name": "Saturation",
            "value": "11%"
        },
        {
            "name": "Brightness",
            "value": "20%"
        },
        {
            "name": "Exposure",
            "value": "-7%"
        }
    ],
    "source": "dlrQqF9HpZZacGD7j2DG",
    "split": "train",
    "split.D9yZ8gpULWOECWg5zPRf.3": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"flip:[[],[\\\"horizontal\\\"],[],[\\\"horizontal\\\"],[],[],[],[\\\"horizontal\\\"],[\\\"horizontal\\\"],[\\\"horizontal\\\"],[],[],[],[],[],[\\\"horizontal\\\"]]\",\n    \"rotate:[15]\",\n    \"hue:[0]\",\n    \"saturation:[11]\",\n    \"brightness:[20]\",\n    \"exposure:[-7]\"\n]",
    "updated": 1726034191298,
    "updatedDate": "Nov 5, 56665",
    "updatedTime": "2:01PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "D9yZ8gpULWOECWg5zPRf/3"
    ],
    "width": 1080
}

{
    "boxes": [
        {
            "id": "1",
            "label": "trafficcone",
            "x": 63,
            "y": 515.5,
            "width": 19,
            "height": 28
        },
        {
            "id": "2",
            "label": "trafficcone",
            "x": 163.5,
            "y": 472.5,
            "width": 19,
            "height": 28
        },
        {
            "id": "3",
            "label": "trafficcone",
            "x": 234,
            "y": 446.5,
            "width": 20,
            "height": 26
        },
        {
            "id": "4",
            "label": "trafficcone",
            "x": 389.5,
            "y": 484,
            "width": 40,
            "height": 59
        },
        {
            "id": "5",
            "label": "trafficcone",
            "x": 608,
            "y": 365,
            "width": 34,
            "height": 46
        },
        {
            "id": "6",
            "label": "trafficcone",
            "x": 367.5,
            "y": 384,
            "width": 19,
            "height": 27
        },
        {
            "id": "7",
            "label": "trafficcone",
            "x": 399,
            "y": 370,
            "width": 17,
            "height": 24
        },
        {
            "id": "8",
            "label": "trafficcone",
            "x": 445.5,
            "y": 350.5,
            "width": 18,
            "height": 25
        },
        {
            "id": "9",
            "label": "trafficcone",
            "x": 522.5,
            "y": 313.5,
            "width": 13,
            "height": 18
        },
        {
            "id": "A",
            "label": "trafficcone",
            "x": 542.5,
            "y": 306,
            "width": 14,
            "height": 18
        },
        {
            "id": "B",
            "label": "trafficcone",
            "x": 741,
            "y": 286,
            "width": 25,
            "height": 36
        },
        {
            "id": "C",
            "label": "trafficcone",
            "x": 813.5,
            "y": 244,
            "width": 20,
            "height": 28
        },
        {
            "id": "D",
            "label": "trafficcone",
            "x": 850,
            "y": 220,
            "width": 19,
            "height": 24
        },
        {
            "id": "E",
            "label": "trafficcone",
            "x": 883.5,
            "y": 198,
            "width": 15,
            "height": 21
        },
        {
            "id": "F",
            "label": "trafficcone",
            "x": 909,
            "y": 181,
            "width": 11,
            "height": 19
        },
        {
            "id": "G",
            "label": "trafficcone",
            "x": 570.5,
            "y": 290.5,
            "width": 15,
            "height": 18
        }
    ],
    "height": 608,
    "key": "vlcsnap-2024-09-11-11h31m27s572.png",
    "width": 1080
}

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