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Bus number by ACS KMUTT

Object Detection

Dataset Versions

2024-12-18 11:22am

v17

2024-12-18 11:22am

Generated on Dec 18, 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

Choose another format.

1096 Total Images

View All Images

Dataset Split

Train Set 94%

1026Images

Valid Set 5%

60Images

Test Set 1%

10Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 1920x1080

Augmentations

Outputs per training example: 3

Grayscale: Apply to 15% of images

Brightness: Between -17% and +17%

Noise: Up to 0.1% of pixels

Bounding Box: Blur: Up to 3.3px

Similar Projects

Annotations

Group:

bus

20241205_011050_021066_0_1.jpg

1920x1080

2.07MP

Updated Dec 25, 56933

10:22AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 1920x1080

Blur

Applied Per Bounding Box

Brightness

-16%

Noise

0.04%

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "rrh5FCEM5mA7NW0wuoHJ"
    ],
    "destination": "6e44a04e5e66ab0a690a2b6de0e44c90",
    "height": 1080,
    "id": "hLoKuUUJj6aNWiAytJaI",
    "label": [],
    "labels": [],
    "name": "20241205_011050_021066_0_1.jpg",
    "numSteps": 5,
    "owner": "NHQIPUBSA0h5ZV44CySNEkNInWh1",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",1920,1080]",
        "blur:[[2],[0.75]]",
        "brightness:[-16]",
        "noise:[0.04,236518]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 1920x1080"
        },
        {
            "name": "Blur",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Brightness",
            "value": "-16%"
        },
        {
            "name": "Noise",
            "value": "0.04%"
        }
    ],
    "source": "hLoKuUUJj6aNWiAytJaI",
    "split": "train",
    "split.rrh5FCEM5mA7NW0wuoHJ.17": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",1920,1080]\",\n    \"blur:[[2],[0.75]]\",\n    \"brightness:[-16]\",\n    \"noise:[0.04,236518]\"\n]",
    "updated": 1734495762173,
    "updatedDate": "Dec 25, 56933",
    "updatedTime": "10:22AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "rrh5FCEM5mA7NW0wuoHJ/17"
    ],
    "width": 1920
}

Annotation Data

{
    "boxes": [
        {
            "label": "4",
            "x": 1523.5,
            "y": 604,
            "width": 211,
            "height": 555.5
        },
        {
            "label": "8",
            "x": 1714,
            "y": 586.5,
            "width": 248.25,
            "height": 500.75
        }
    ],
    "height": 1080,
    "key": "20241205_011050_021066_0_1.jpg",
    "width": 1920
}

Bus number by ACS KMUTT

Dataset Versions

2024-12-18 11:22am

Popular Download Formats

1096 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

20241205_011050_021066_0_1.jpg

Updated Dec 25, 56933

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data