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ActiveMobilityDevices

Object Detection

Dataset Versions

Try Pre-Trained Model

2024-06-10 4:17pm

10 months ago

2024-06-10 4:17pm

Generated on Jun 10, 2024

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Popular Download Formats

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.

Other Formats

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144 Total Images

View All Images

Dataset Split

Train Set 88%

126Images

Valid Set 8%

12Images

Test Set 4%

6Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3

90° Rotate: Clockwise, Counter-Clockwise

Crop: 0% Minimum Zoom, 20% Maximum Zoom

Rotation: Between -15° and +15°

Shear: ±10° Horizontal, ±10° Vertical

Hue: Between -15° and +15°

Saturation: Between -25% and +25%

Brightness: Between -15% and +15%

Blur: Up to 2.5px

Cutout: 3 boxes with 10% size each

Similar Projects

Annotations

Group: Bicycle-Wheel-Handlebar

Bicycle

Handlebar

Seat

Wheel

Unused Classes

Handlebarr

Helmet

Attributes

bicycle5.jpg

640x640

0.41MP

Updated Jun 28, 56411

7:50PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 640x640

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "xVdEL0QvIU8zJp6FETFS"
    ],
    "destination": "5f9655225205316c857e2a11d1b0c1c0",
    "height": 640,
    "id": "rL5yIp7PCkdbAg1rWCqq",
    "label": [],
    "labels": [],
    "name": "bicycle5.jpg",
    "numSteps": 2,
    "owner": "F5yTWUSIA9ZvmMMZbXJ9j9VRkAx2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        }
    ],
    "source": "rL5yIp7PCkdbAg1rWCqq",
    "split": "train",
    "split.xVdEL0QvIU8zJp6FETFS.1": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\"\n]",
    "updated": 1718007479416,
    "updatedDate": "Jun 28, 56411",
    "updatedTime": "7:50PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "xVdEL0QvIU8zJp6FETFS/1"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "Wheel",
            "x": 128.5,
            "y": 444.5,
            "width": 253.5,
            "height": 390.5
        },
        {
            "label": "Wheel",
            "x": 514.5,
            "y": 442.5,
            "width": 251,
            "height": 385
        },
        {
            "label": "Seat",
            "x": 221,
            "y": 124.5,
            "width": 115,
            "height": 104
        },
        {
            "label": "Handlebar",
            "x": 439.5,
            "y": 66,
            "width": 134.5,
            "height": 125.5
        },
        {
            "label": "Bicycle",
            "x": 320.5,
            "y": 317.5,
            "width": 627.5,
            "height": 628.5
        }
    ],
    "height": 640,
    "key": "bicycle5.jpg",
    "width": 640
}

ActiveMobilityDevices

Dataset Versions

2024-06-10 4:17pm

Popular Download Formats

144 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Attributes

bicycle5.jpg

Updated Jun 28, 56411

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data