Road Incident Detection and Classification

Object Detection

Dataset Versions

Try Pre-Trained Model

2023-04-04 5:53pm

2023-02-09 1:31am

2023-02-09 1:27am

2023-02-09 12:39am

2023-02-09 12:05am

v2

2023-02-09 12:39am

Generated on Feb 8, 2023

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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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3397 Total Images

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Dataset Split

Train Set 70%

2384Images

Valid Set 19%

633Images

Test Set 11%

380Images

Preprocessing

No preprocessing steps were applied.

Augmentations

No augmentations were applied.

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Road Incident Detection and Classification

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1 / 13

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train

Labels

Attributes

Raw Data

Annotations

Group: incident

2

1

Unused Classes

0

1

accident

car

fire

incident

moderate

severe

Attributes

images_519-2-.jpg

416x416

0.17MP

Updated Jan 11, 55077

1:36AM

GMT+00:00

Generated by Roboflow

Training Set

Annotation History

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Raw Data

Source Data

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    "height": 416,
    "id": "0faPWLfkE2EuxVEY7wkU",
    "label": [],
    "labels": [],
    "name": "images_519-2-.jpg",
    "numSteps": 0,
    "owner": "GAhwsp1v4323nQcnGUMJ",
    "preprocessing": [],
    "preprocessingParsed": [],
    "source": "0faPWLfkE2EuxVEY7wkU",
    "split": "train",
    "split.4vne9xV6u2RSzNUL0mwY.2": "train",
    "status": "generated",
    "transforms": "[]",
    "updated": 1675895967376,
    "updatedDate": "Jan 11, 55077",
    "updatedTime": "1:36AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "4vne9xV6u2RSzNUL0mwY/2"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [
        {
            "label": "2",
            "x": 115,
            "y": 147.5,
            "width": 102,
            "height": 171
        }
    ],
    "height": 416,
    "key": "images_519-2-_jpg.rf.a6c30ae82145a51f3ecadd9e39524aed.jpg",
    "width": 416
}

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