Garbage Detection_EcoWorldDataset 2

Object Detection

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2024-01-07 7:12pm

2024-01-07 5:42pm

2024-01-07 5:12pm

2024-01-07 4:46pm

v4

2024-01-07 5:42pm

Generated on Jan 7, 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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335 Total Images

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Dataset Split

Train Set 92%

309Images

Valid Set 4%

13Images

Test Set 4%

13Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

Rotation: Between -45° and +45°

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Garbage Detection_EcoWorldDataset 2

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Labels

Attributes

Raw Data

Annotations

Group:

Garbage-pfnP

Classes

Layers

Garbage

1

Tags

No Tags Applied

Type and select tags below to add them to the image.

Attributes

Copy-of-1_mp4-60.jpg

416x416

0.17MP

Updated Jul 24, 55987

6:28PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient	Applied
Resize	Stretch to 416x416
Rotation	-21°

Annotation History

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Raw Data

Source Data

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    "camera": "Generated by Roboflow",
    "datasets": [
        "tCXYe7eubd1ZAQ6nxkr0"
    ],
    "destination": "94a44bbcfa24b6190ab6497dd7c7fe66",
    "height": 416,
    "id": "hxHRbegyxz2RSvL0SiO9",
    "label": [],
    "labels": [],
    "name": "Copy-of-1_mp4-60.jpg",
    "numSteps": 3,
    "owner": "opbYKiIVPBaHIhpL3bAjtVrJlBt2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",416,416]",
        "rotate:[-21]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 416x416"
        },
        {
            "name": "Rotation",
            "value": "-21°"
        }
    ],
    "source": "hxHRbegyxz2RSvL0SiO9",
    "split": "train",
    "split.tCXYe7eubd1ZAQ6nxkr0.4": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",416,416]\",\n    \"rotate:[-21]\"\n]",
    "updated": 1704629557692,
    "updatedDate": "Jul 24, 55987",
    "updatedTime": "6:28PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "tCXYe7eubd1ZAQ6nxkr0/4"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [
        {
            "label": "Garbage",
            "x": 75,
            "y": 327,
            "width": 88,
            "height": 86
        }
    ],
    "height": 416,
    "key": "Copy of 1_mp4-60.jpg",
    "width": 416
}

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