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Bus number by ACS KMUTT

Object Detection

Dataset Versions

2024-12-18 11:22am

2024-12-05 11:51am

Generated on Dec 5, 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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749 Total Images

View All Images

Dataset Split

Train Set 87%

654Images

Valid Set 9%

64Images

Test Set 4%

31Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3

Grayscale: Apply to 15% of images

Brightness: Between -15% and +15%

Exposure: Between -20% and +20%

Blur: Up to 1px

Noise: Up to 0.1% of pixels

Bounding Box: Noise: Up to 0.1% of pixels

Similar Projects

Annotations

Group:

bus

20241205_011029_284432_0_1.jpg

640x640

0.41MP

Updated Jun 11, 56898

10:57AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 640x640

Noise

Applied Per Bounding Box

Brightness

-12%

Exposure

10%

Blur

1px

Noise

0.01%

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "classes": {
        "0": 22,
        "1": 128,
        "2": 113,
        "3": 81,
        "4": 100,
        "5": 76,
        "6": 18,
        "7": 108,
        "8": 57,
        "9": 41,
        "A": 4,
        "ก": 2
    },
    "datasets": [
        "rrh5FCEM5mA7NW0wuoHJ"
    ],
    "destination": "28079930caf8c97d5793b7da225ecc16",
    "height": 640,
    "id": "FaOJ4JGYWYhmI3AZF4f7",
    "label": [],
    "labels": [],
    "name": "20241205_011029_284432_0_1.jpg",
    "numSteps": 7,
    "owner": "NHQIPUBSA0h5ZV44CySNEkNInWh1",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]",
        "noise:[[0.01,702460],[0.05,81602]]",
        "brightness:[-12]",
        "exposure:[10]",
        "blur:[1]",
        "noise:[0.01,583530]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Noise",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Brightness",
            "value": "-12%"
        },
        {
            "name": "Exposure",
            "value": "10%"
        },
        {
            "name": "Blur",
            "value": "1px"
        },
        {
            "name": "Noise",
            "value": "0.01%"
        }
    ],
    "source": "FaOJ4JGYWYhmI3AZF4f7",
    "split": "train",
    "split.rrh5FCEM5mA7NW0wuoHJ.5": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"noise:[[0.01,702460],[0.05,81602]]\",\n    \"brightness:[-12]\",\n    \"exposure:[10]\",\n    \"blur:[1]\",\n    \"noise:[0.01,583530]\"\n]",
    "updated": 1733374292231,
    "updatedDate": "Jun 11, 56898",
    "updatedTime": "10:57AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "rrh5FCEM5mA7NW0wuoHJ/5"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "4",
            "x": 482.5,
            "y": 382.5,
            "width": 71,
            "height": 357.25
        },
        {
            "label": "8",
            "x": 556.5,
            "y": 382,
            "width": 73,
            "height": 356.25
        }
    ],
    "height": 640,
    "key": "20241205_011029_284432_0_1.jpg",
    "width": 640
}

Bus number by ACS KMUTT

Dataset Versions

2024-12-05 11:51am

Popular Download Formats

749 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

20241205_011029_284432_0_1.jpg

Updated Jun 11, 56898

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data