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Waste-detection-Inference

Object Detection

Dataset Versions

Try Pre-Trained Model

2024-07-10 10:16am

Generated on Jul 10, 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.

20721 Total Images

View All Images

Dataset Split

Train Set 96%

19884Images

Valid Set 2%

416Images

Test Set 2%

421Images

Preprocessing

No preprocessing steps were applied.

Augmentations

Outputs per training example: 6

Crop: 0% Minimum Zoom, 40% Maximum Zoom

Noise: Up to 1.96% of pixels

Similar Projects

Annotations

Group:

solid-waste

00001531.jpg

396x396

0.16MP

Updated Nov 6, 56493

9:02PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Crop

Keep 60%
Centered on 39%, 64%

Noise

1.67%

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "AYSyWtoRLPMqlTKT5mIf"
    ],
    "destination": "37ae49dafc7ee0b702ad5b5bab484138",
    "height": 396,
    "id": "7LmDbnWmrEJcvC7gaEcP",
    "label": [],
    "labels": [],
    "name": "00001531.jpg",
    "numSteps": 2,
    "owner": "TpfmMbi4bma5hLfGYZnrwUctyAU2",
    "preprocessing": [
        "crop:[60,0.392518,0.640937]",
        "noise:[1.67,253050]"
    ],
    "preprocessingParsed": [
        {
            "name": "Crop",
            "value": "Keep 60%<br />Centered on 39%, 64%"
        },
        {
            "name": "Noise",
            "value": "1.67%"
        }
    ],
    "source": "7LmDbnWmrEJcvC7gaEcP",
    "split": "train",
    "split.AYSyWtoRLPMqlTKT5mIf.7": "train",
    "status": "generated",
    "transforms": "[\n    \"crop:[60,0.392518,0.640937]\",\n    \"noise:[1.67,253050]\"\n]",
    "updated": 1720606568524,
    "updatedDate": "Nov 6, 56493",
    "updatedTime": "9:02PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "AYSyWtoRLPMqlTKT5mIf/7"
    ],
    "width": 396
}

Annotation Data

{
    "boxes": [
        {
            "type": "polygon",
            "label": "Entity-Non-living-Waste-Cigarette Butt",
            "x": 61.5,
            "y": 51.5,
            "width": 94,
            "height": 76,
            "points": [
                [
                    108.5,
                    63
                ],
                [
                    108.5,
                    55
                ],
                [
                    106,
                    52.5
                ],
                [
                    98,
                    50.5
                ],
                [
                    95,
                    47.5
                ],
                [
                    79,
                    40.5
                ],
                [
                    56,
                    27.5
                ],
                [
                    50,
                    26.5
                ],
                [
                    42,
                    22.5
                ],
                [
                    27,
                    13.5
                ],
                [
                    21,
                    13.5
                ],
                [
                    20.5,
                    23
                ],
                [
                    16.5,
                    26
                ],
                [
                    14.5,
                    33
                ],
                [
                    15.5,
                    39
                ],
                [
                    19,
                    42.5
                ],
                [
                    27,
                    46.5
                ],
                [
                    34,
                    47.5
                ],
                [
                    50,
                    54.5
                ],
                [
                    61,
                    57.5
                ],
                [
                    65,
                    62.5
                ],
                [
                    70.5,
                    66
                ],
                [
                    80.5,
                    78
                ],
                [
                    83.5,
                    86
                ],
                [
                    89,
                    89.5
                ],
                [
                    92,
                    85.5
                ],
                [
                    105.5,
                    75
                ],
                [
                    106.5,
                    66
                ],
                [
                    108.5,
                    63
                ]
            ],
            "keypoints": []
        }
    ],
    "height": 396,
    "key": "00001531.jpg",
    "width": 396
}

Waste-detection-Inference

Dataset Versions

2024-07-10 10:16am

Popular Download Formats

20721 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

00001531.jpg

Updated Nov 6, 56493

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data