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students-behaviors-detection

Object Detection

Dataset Versions

Try Pre-Trained Model

Last Version

Generated on Sep 12, 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.

8172 Total Images

View All Images

Dataset Split

Train Set 94%

7721Images

Valid Set %

0Images

Test Set 6%

451Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3

Rotation: Between -15° and +15°

Saturation: Between -25% and +25%

Similar Projects

Annotations

Group:

Annotation

2024_05_22_08_08_IMG_1321-003_MOV-0156.jpg

640x640

0.41MP

Updated Jul 16, 56669

12:26AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 640x640

Rotation

6°

Saturation

-17%

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "6GgaUPRx313TN3wWQHxR"
    ],
    "destination": "9132383c6f8941db4d13e21d23df2cb4",
    "height": 640,
    "id": "VaGZ9qyiC7x75o9zEu3Y",
    "label": [],
    "labels": [],
    "name": "2024_05_22_08_08_IMG_1321-003_MOV-0156.jpg",
    "numSteps": 4,
    "owner": "Wn0Ghv3rkdZugYbD9FOsfQIRt7w1",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]",
        "rotate:[6]",
        "saturation:[-17]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Rotation",
            "value": "6°"
        },
        {
            "name": "Saturation",
            "value": "-17%"
        }
    ],
    "source": "VaGZ9qyiC7x75o9zEu3Y",
    "split": "train",
    "split.6GgaUPRx313TN3wWQHxR.9": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"rotate:[6]\",\n    \"saturation:[-17]\"\n]",
    "updated": 1726150696001,
    "updatedDate": "Jul 16, 56669",
    "updatedTime": "12:26AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "6GgaUPRx313TN3wWQHxR/9"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "Student-Answers",
            "x": 433,
            "y": 341,
            "width": 297,
            "height": 596
        },
        {
            "label": "Opened-Book",
            "x": 135,
            "y": 362,
            "width": 96,
            "height": 80
        }
    ],
    "height": 640,
    "key": "2024_05_22_08_08_IMG_1321-003_MOV-0156.jpg",
    "width": 640
}

students-behaviors-detection

Dataset Versions

Last Version

Popular Download Formats

8172 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

2024_05_22_08_08_IMG_1321-003_MOV-0156.jpg

Updated Jul 16, 56669

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data