abnormal activity detection

Object Detection

Dataset Versions

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2024-05-26 10:27pm

2024-05-26 9-45pm

v5

2024-05-26 10:27pm

Generated on May 26, 2024

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YOLOv11

TXT annotations and YAML config used with YOLOv11.

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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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9341 Total Images

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Dataset Split

Train Set 70%

6583Images

Valid Set 20%

1829Images

Test Set 10%

929Images

Preprocessing

No preprocessing steps were applied.

Augmentations

No augmentations were applied.

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abnormal activity detection

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1 / 13

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Labels

Attributes

Raw Data

Annotations

Group: Violence-Nonviolence-Knife-Gun

Nonviolent action

1

Unused Classes

Violent action

Attributes

knife_1022.jpg

416x416

0.17MP

Updated May 10, 56371

3:08AM

GMT+00:00

Generated by Roboflow

Training Set

Annotation History

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Raw Data

Source Data

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    "camera": "Generated by Roboflow",
    "datasets": [
        "2BrLMjnjQxVPXVZDStWE"
    ],
    "destination": "20a5a71421e578fd0468debfac6d72f5",
    "height": 416,
    "id": "eeorD23lP0OY1H981Ov4",
    "label": [],
    "labels": [],
    "name": "knife_1022.jpg",
    "numSteps": 0,
    "owner": "72R9HO3VrcXUVYIQghlfCj9Gm2U2",
    "preprocessing": [],
    "preprocessingParsed": [],
    "source": "eeorD23lP0OY1H981Ov4",
    "split": "train",
    "split.2BrLMjnjQxVPXVZDStWE.4": "train",
    "split.2BrLMjnjQxVPXVZDStWE.5": "train",
    "status": "generated",
    "transforms": "[]",
    "updated": 1716740881692,
    "updatedDate": "May 10, 56371",
    "updatedTime": "3:08AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "2BrLMjnjQxVPXVZDStWE/4",
        "2BrLMjnjQxVPXVZDStWE/5"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [
        {
            "label": "Nonviolent action",
            "x": 208,
            "y": 226.33,
            "width": 416,
            "height": 379.33
        }
    ],
    "height": 416,
    "key": "knife_1022.jpg",
    "width": 416
}

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