Dataset Versions

ver9-R_sign-no_arg-1912

Generated on Sep 14, 2023

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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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1912 Total Images

View All Images

Dataset Split

Train Set 70%

1337Images

Valid Set 20%

384Images

Test Set 10%

191Images

Preprocessing

Resize: Stretch to 640x640

Augmentations

No augmentations were applied.

Similar Projects

Annotations

Group:

traffic-light

i0276299.jpg

640x640

0.41MP

Updated Jun 22, 55866

1:38PM

GMT+00:00

Generated by Roboflow

Training Set

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "sP3w60B75n6pR3WTUuEI"
    ],
    "destination": "2254a5445ae243f78a807bdc3085a7fa",
    "height": 640,
    "id": "AArlrhy2lLW6b87yWgTQ",
    "label": [],
    "labels": [],
    "name": "i0276299.jpg",
    "numSteps": 1,
    "owner": "uQfXCJP5HHODIV7dXooDqi8K8783",
    "preprocessing": [
        "resize:[\"Stretch to\",640,640]"
    ],
    "preprocessingParsed": [
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        }
    ],
    "source": "AArlrhy2lLW6b87yWgTQ",
    "split": "train",
    "split.sP3w60B75n6pR3WTUuEI.10": "train",
    "split.sP3w60B75n6pR3WTUuEI.11": "train",
    "split.sP3w60B75n6pR3WTUuEI.9": "train",
    "status": "generated",
    "transforms": "[\n    \"resize:[\\\"Stretch to\\\",640,640]\"\n]",
    "updated": 1700808413903,
    "updatedDate": "Jun 22, 55866",
    "updatedTime": "1:38PM",
    "updatedTimezone": "+00:00",
    "user_tags": [],
    "versions": [
        "sP3w60B75n6pR3WTUuEI/10",
        "sP3w60B75n6pR3WTUuEI/11",
        "sP3w60B75n6pR3WTUuEI/9"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "Variable_green",
            "x": 321,
            "y": 232.5,
            "width": 10.5,
            "height": 17
        },
        {
            "label": "Variable_green",
            "x": 354.5,
            "y": 231,
            "width": 10.5,
            "height": 16
        }
    ],
    "height": 640,
    "key": "i0276299.jpg",
    "width": 640
}

traffic-light-project