Dataset Versions

2024-08-03 4:09am

Generated on Aug 3, 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.

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4623 Total Images

View All Images

Dataset Split

Train Set 91%

4200Images

Valid Set 6%

281Images

Test Set 3%

142Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x320

Augmentations

Outputs per training example: 3

Flip: Horizontal

Crop: 0% Minimum Zoom, 18% Maximum Zoom

Rotation: Between -10° and +10°

Grayscale: Apply to 2% of images

Hue: Between -32° and +32°

Brightness: Between -12% and +12%

Exposure: Between -9% and +9%

Blur: Up to 1.1px

Noise: Up to 0.53% of pixels

Similar Projects

Annotations

Group:

players

CLASSES

LAYERS

Unused Classes

humanoid

tree

vehicle

8d74cf08_mq0b_frame_0052.png

640x320

0.20MP

Updated Nov 12, 56558

1:54PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient	Applied
Crop	Keep 82% Centered on 59%, 54%
Resize	Stretch to 640x320
Rotation	-4°
Hue	-26°
Brightness	-7%
Exposure	-5%
Blur	0.25px
Noise	0.22%

Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "humanoid": 2377,
        "tree": 4156,
        "vehicle": 853
    },
    "datasets": [
        "I94plhiUoBe5x8qGU6qL"
    ],
    "destination": "c02b6a3738b76c5f3bdbcd200002224e",
    "height": 320,
    "id": "E5ccNDrd4XzeqVUGesyk",
    "label": [],
    "labels": [],
    "name": "8d74cf08_mq0b_frame_0052.png",
    "numSteps": 9,
    "owner": "tYWAzNg2KTa8BhCs0WHbSpW5v6p1",
    "preprocessing": [
        "auto-orient",
        "crop:[82,0.589774,0.535598]",
        "resize:[\"Stretch to\",640,320]",
        "rotate:[-4]",
        "hue:[-26]",
        "brightness:[-7]",
        "exposure:[-5]",
        "blur:[0.25]",
        "noise:[0.22,669393]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 82%<br />Centered on 59%, 54%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x320"
        },
        {
            "name": "Rotation",
            "value": "-4°"
        },
        {
            "name": "Hue",
            "value": "-26°"
        },
        {
            "name": "Brightness",
            "value": "-7%"
        },
        {
            "name": "Exposure",
            "value": "-5%"
        },
        {
            "name": "Blur",
            "value": "0.25px"
        },
        {
            "name": "Noise",
            "value": "0.22%"
        }
    ],
    "source": "E5ccNDrd4XzeqVUGesyk",
    "split": "train",
    "split.I94plhiUoBe5x8qGU6qL.6": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[82,0.589774,0.535598]\",\n    \"resize:[\\\"Stretch to\\\",640,320]\",\n    \"rotate:[-4]\",\n    \"hue:[-26]\",\n    \"brightness:[-7]\",\n    \"exposure:[-5]\",\n    \"blur:[0.25]\",\n    \"noise:[0.22,669393]\"\n]",
    "updated": 1722658197283,
    "updatedDate": "Nov 12, 56558",
    "updatedTime": "1:54PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "I94plhiUoBe5x8qGU6qL/6"
    ],
    "width": 640
}

{
    "boxes": [],
    "height": 320,
    "key": "8d74cf08_mq0b_frame_0052.png",
    "width": 640
}

ss3-unturned-1