Dataset Versions

test

Generated on Mar 26, 2022

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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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8 Total Images

View All Images

Dataset Split

Train Set 75%

6Images

Valid Set %

0Images

Test Set 25%

2Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

Rotation: Between -17° and +17°

Saturation: Between -18% and +18%

Brightness: Between -24% and +24%

Mosaic: Applied

Bounding Box: Crop: 0% Minimum Zoom, 22% Maximum Zoom

Similar Projects

Annotations

Group:

object

P_20220326_133905.jpg

416x416

0.17MP

Updated Nov 20, 54201

11:51AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Crop

Applied Per Bounding Box

Resize

Stretch to 416x416

Flip

Vertical

Rotation

1°

Saturation

Brightness

14%

Mosaic

Applied

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "emBum2qManp3psIEB85R"
    ],
    "destination": "ef860e7c9781a3bd62eee717d4886ee7",
    "height": 416,
    "id": "2vnm6HbxDq5fDAaSbhER",
    "label": [],
    "labels": [],
    "name": "P_20220326_133905.jpg",
    "numSteps": 8,
    "owner": "vbb6sybj4fT7ZQ1kzFnyUy1CHOu2",
    "preprocessing": [
        "auto-orient",
        "crop:[[92,0.771339,0.155724]]",
        "resize:[\"Stretch to\",416,416]",
        "flip:[\"vertical\"]",
        "rotate:[1]",
        "saturation:[7]",
        "brightness:[14]",
        "mosaic:[46,62,[[0.644199,0.412231],[0.836858,0.605747],[0.007211,0.630588],[0.482734,0.701982]]]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Resize",
            "value": "Stretch to 416x416"
        },
        {
            "name": "Flip",
            "value": "Vertical"
        },
        {
            "name": "Rotation",
            "value": "1°"
        },
        {
            "name": "Saturation",
            "value": "7%"
        },
        {
            "name": "Brightness",
            "value": "14%"
        },
        {
            "name": "Mosaic",
            "value": "Applied"
        }
    ],
    "source": "2vnm6HbxDq5fDAaSbhER",
    "split": "train",
    "split.emBum2qManp3psIEB85R.1": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[[92,0.771339,0.155724]]\",\n    \"resize:[\\\"Stretch to\\\",416,416]\",\n    \"flip:[\\\"vertical\\\"]\",\n    \"rotate:[1]\",\n    \"saturation:[7]\",\n    \"brightness:[14]\",\n    \"mosaic:[46,62,[[0.644199,0.412231],[0.836858,0.605747],[0.007211,0.630588],[0.482734,0.701982]]]\"\n]",
    "updated": 1648279108283,
    "updatedDate": "Nov 20, 54201",
    "updatedTime": "11:51AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "emBum2qManp3psIEB85R/1"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [
        {
            "label": "defect",
            "x": 48,
            "y": 88,
            "width": 18,
            "height": 14
        }
    ],
    "height": 416,
    "key": "P_20220326_133905.jpg",
    "width": 416
}

test1