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students-behaviors-detection

Object Detection

Dataset Versions

Try Pre-Trained Model

v10

Version10

Generated on Sep 16, 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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7285 Total Images

View All Images

Dataset Split

Train Set 88%

6390Images

Valid Set 8%

603Images

Test Set 4%

292Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3

Rotation: Between -15° and +15°

Saturation: Between -25% and +25%

Exposure: Between -10% and +10%

Similar Projects

Annotations

Group:

Annotation

2024_05_08_07_50_IMG_1271_MOV-0149.jpg

640x640

0.41MP

Updated Oct 3, 56680

2:13PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 640x640

Rotation

-3°

Saturation

13%

Exposure

-4%

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "6GgaUPRx313TN3wWQHxR"
    ],
    "destination": "81b400b28190dc914fde4f2d3d46c09d",
    "height": 640,
    "id": "fEONo1s04RRnabMstKyx",
    "label": [],
    "labels": [],
    "name": "2024_05_08_07_50_IMG_1271_MOV-0149.jpg",
    "numSteps": 5,
    "owner": "Wn0Ghv3rkdZugYbD9FOsfQIRt7w1",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]",
        "rotate:[-3]",
        "saturation:[13]",
        "exposure:[-4]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Rotation",
            "value": "-3°"
        },
        {
            "name": "Saturation",
            "value": "13%"
        },
        {
            "name": "Exposure",
            "value": "-4%"
        }
    ],
    "source": "fEONo1s04RRnabMstKyx",
    "split": "train",
    "split.6GgaUPRx313TN3wWQHxR.10": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"rotate:[-3]\",\n    \"saturation:[13]\",\n    \"exposure:[-4]\"\n]",
    "updated": 1726504726416,
    "updatedDate": "Oct 3, 56680",
    "updatedTime": "2:13PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "6GgaUPRx313TN3wWQHxR/10"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "Raising-Hand",
            "x": 251,
            "y": 136.5,
            "width": 78,
            "height": 109
        },
        {
            "label": "Closed-Book",
            "x": 361,
            "y": 369.5,
            "width": 76,
            "height": 62
        },
        {
            "label": "Closed-Book",
            "x": 256.5,
            "y": 432.5,
            "width": 108,
            "height": 101
        },
        {
            "label": "Closed-Book",
            "x": 245,
            "y": 328.5,
            "width": 94,
            "height": 63
        },
        {
            "label": "Opened-Book",
            "x": 211.5,
            "y": 207.5,
            "width": 67,
            "height": 62
        },
        {
            "label": "Opened-Book",
            "x": 202.5,
            "y": 178.5,
            "width": 65,
            "height": 48
        },
        {
            "label": "Opened-Book",
            "x": 269.5,
            "y": 197,
            "width": 67,
            "height": 55
        },
        {
            "label": "Opened-Book",
            "x": 596,
            "y": 351,
            "width": 88,
            "height": 96
        },
        {
            "label": "Worksheet",
            "x": 364,
            "y": 364,
            "width": 72,
            "height": 35
        }
    ],
    "height": 640,
    "key": "2024_05_08_07_50_IMG_1271_MOV-0149.jpg",
    "width": 640
}

students-behaviors-detection

Dataset Versions

Version10

Popular Download Formats

7285 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

2024_05_08_07_50_IMG_1271_MOV-0149.jpg

Updated Oct 3, 56680

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data