Edit Project

ALLCLASS_BALANCED_SWLeftS

Object Detection

Dataset Versions

DroppedPassengersFinal_15k

3 years ago

AllClassFinal_15k

3 years ago

DroppedPassengersFinal_Exp3

AllClassFinal_Exp2

Generated on Jun 11, 2022

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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

Choose another format.

3984 Total Images

View All Images

Dataset Split

Train Set 88%

3486Images

Valid Set 6%

249Images

Test Set 6%

249Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 416x416

Auto-Adjust Contrast: Using Histogram Equalization

Augmentations

Outputs per training example: 3

Rotation: Between -10° and +10°

Shear: ±10° Horizontal, ±10° Vertical

Grayscale: Apply to 25% of images

Saturation: Between -25% and +25%

Brightness: Between -25% and +25%

Exposure: Between -25% and +25%

Noise: Up to 5% of pixels

Similar Projects

Annotations

Group:

DriveSceneObjects

20200224012_0063.jpg

416x416

0.17MP

Updated May 27, 54413

3:19PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 416x416

Auto-Adjust Contrast

Histogram Equalization

Rotation

-3°

Shear

X: 3°
Y: -7°

Grayscale

Applied

Saturation

16%

Brightness

-7%

Exposure

-21%

Noise

4.25%

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "QkQqZlPaydJ40cCicgqr"
    ],
    "destination": "b83f1d71175e80c35a6739691533c86f",
    "height": 416,
    "id": "E7MjAMbpciYS3Kj1lpix",
    "label": [],
    "labels": [],
    "name": "20200224012_0063.jpg",
    "numSteps": 10,
    "owner": "BcdnKYOuqYjJ8UYNqfQ7",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",416,416]",
        "auto-contrast:[\"Histogram Equalization\"]",
        "rotate:[-3]",
        "shear:[3,-7]",
        "grayscale",
        "saturation:[16]",
        "brightness:[-7]",
        "exposure:[-21]",
        "noise:[4.25,867892]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 416x416"
        },
        {
            "name": "Auto-Adjust Contrast",
            "value": "Histogram Equalization"
        },
        {
            "name": "Rotation",
            "value": "-3°"
        },
        {
            "name": "Shear",
            "value": "X: 3°<br/>Y: -7°"
        },
        {
            "name": "Grayscale",
            "value": "Applied"
        },
        {
            "name": "Saturation",
            "value": "16%"
        },
        {
            "name": "Brightness",
            "value": "-7%"
        },
        {
            "name": "Exposure",
            "value": "-21%"
        },
        {
            "name": "Noise",
            "value": "4.25%"
        }
    ],
    "source": "E7MjAMbpciYS3Kj1lpix",
    "split": "train",
    "split.QkQqZlPaydJ40cCicgqr.2": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",416,416]\",\n    \"auto-contrast:[\\\"Histogram Equalization\\\"]\",\n    \"rotate:[-3]\",\n    \"shear:[3,-7]\",\n    \"grayscale\",\n    \"saturation:[16]\",\n    \"brightness:[-7]\",\n    \"exposure:[-21]\",\n    \"noise:[4.25,867892]\"\n]",
    "updated": 1654953952798,
    "updatedDate": "May 27, 54413",
    "updatedTime": "3:19PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "QkQqZlPaydJ40cCicgqr/2"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [
        {
            "label": "PassengerFace",
            "x": 396,
            "y": 84.5,
            "width": 38,
            "height": 153
        },
        {
            "label": "DriverFace",
            "x": 160.72805142789355,
            "y": 92.52124646725872,
            "width": 83.75790025865837,
            "height": 161.30049708271724
        },
        {
            "label": "DriverHand",
            "x": 74.59434830949374,
            "y": 317.6884654480557,
            "width": 135.01972623258166,
            "height": 178.3785878385022
        },
        {
            "label": "Cellphone",
            "x": 172.41220571157416,
            "y": 389.25639176309005,
            "width": 38.628382337415815,
            "height": 37.54838134744762
        }
    ],
    "height": 416,
    "key": "20200224012_0063.jpg",
    "width": 416
}

ALLCLASS_BALANCED_SWLeftS

Dataset Versions

AllClassFinal_Exp2

Popular Download Formats

3984 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

20200224012_0063.jpg

Updated May 27, 54413

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data