Dataset Versions

2023-02-28 1:13am

Generated on Feb 27, 2023

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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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8007 Total Images

View All Images

Dataset Split

Train Set 89%

7131Images

Valid Set 8%

601Images

Test Set 3%

275Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 416x416

Modify Classes: 0 remapped, 0 dropped

Augmentations

Outputs per training example: 3

Flip: Horizontal

Rotation: Between -15° and +15°

Grayscale: Apply to 25% of images

Blur: Up to 2px

Noise: Up to 1% of pixels

Similar Projects

Annotations

Group:

Person-Ladder

1cd82dd8ad5b3855.jpg

416x416

0.17MP

Updated Oct 9, 55128

11:08AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 416x416

Flip

Horizontal

Rotation

2°

Blur

1.75px

Noise

0.5%

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "l63yWUbAMZzSgb0Y7LwZ"
    ],
    "destination": "11a04e8589c8a3fc2ac4ffaaed982470",
    "height": 416,
    "id": "6mYLFcB0NiqI5BpYd7tl",
    "label": [],
    "labels": [],
    "name": "1cd82dd8ad5b3855.jpg",
    "numSteps": 6,
    "owner": "Va3jXpMJ7vUKGcugVcZ84itcAV43",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",416,416]",
        "flip:[\"horizontal\"]",
        "rotate:[2]",
        "blur:[1.75]",
        "noise:[0.5,412529]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 416x416"
        },
        {
            "name": "Flip",
            "value": "Horizontal"
        },
        {
            "name": "Rotation",
            "value": "2°"
        },
        {
            "name": "Blur",
            "value": "1.75px"
        },
        {
            "name": "Noise",
            "value": "0.5%"
        }
    ],
    "source": "6mYLFcB0NiqI5BpYd7tl",
    "split": "train",
    "split.l63yWUbAMZzSgb0Y7LwZ.2": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",416,416]\",\n    \"flip:[\\\"horizontal\\\"]\",\n    \"rotate:[2]\",\n    \"blur:[1.75]\",\n    \"noise:[0.5,412529]\"\n]",
    "updated": 1677528788899,
    "updatedDate": "Oct 9, 55128",
    "updatedTime": "11:08AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "l63yWUbAMZzSgb0Y7LwZ/2"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [
        {
            "label": "Ladder",
            "x": 105,
            "y": 235,
            "width": 210,
            "height": 362
        }
    ],
    "height": 416,
    "key": "1cd82dd8ad5b3855.jpg",
    "width": 416
}

Anomalous