Plastic Detection Dataset

Object Detection

Dataset Versions

Try Pre-Trained Model

2024-09-04 1:40am

v2

2024-09-04 1:40am

Generated on Sep 4, 2024

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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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512 Total Images

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Dataset Split

Train Set 87%

447Images

Valid Set 9%

44Images

Test Set 4%

21Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

Crop: 0% Minimum Zoom, 20% Maximum Zoom

Rotation: Between -15° and +15°

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Plastic Detection Dataset

Annotate

1 / 13

Show/hide annotations(H)

train

Labels

Attributes

Raw Data

Annotations

Group: plastic

plasticbox

2

Unused Classes

plasticbag

plasticbottle

Attributes

IMG_1955.jpg

640x640

0.41MP

Updated Mar 12, 56646

4:24PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient	Applied
Resize	Stretch to 640x640

Annotation History

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Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "1ciRNarLyNdmwkAg0wJn"
    ],
    "destination": "52b01e705c2c6cdfb7f5512b2a8f6dac",
    "height": 640,
    "id": "UFT4MFl3RHqbhCUAM8AR",
    "label": [],
    "labels": [],
    "name": "IMG_1955.jpg",
    "numSteps": 2,
    "owner": "oAghSbLmDZMYU9kxC9VMlbHuqaz1",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        }
    ],
    "source": "UFT4MFl3RHqbhCUAM8AR",
    "split": "train",
    "split.1ciRNarLyNdmwkAg0wJn.2": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\"\n]",
    "updated": 1725414020657,
    "updatedDate": "Mar 12, 56646",
    "updatedTime": "4:24PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "1ciRNarLyNdmwkAg0wJn/2"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "plasticbox",
            "x": 506,
            "y": 487,
            "width": 49,
            "height": 54
        },
        {
            "label": "plasticbox",
            "x": 394,
            "y": 611.5,
            "width": 115.5,
            "height": 57
        }
    ],
    "height": 640,
    "key": "IMG_1955.jpg",
    "width": 640
}

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