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Aerial Imagery of Floating Objects

Object Detection

Dataset Versions

Try Pre-Trained Model

2022-02-03 10:36am

Generated on Feb 3, 2022

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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.

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1120 Total Images

View All Images

Dataset Split

Train Set 87%

972Images

Valid Set 9%

96Images

Test Set 5%

52Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 416x416

Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

Rotation: Between -15° and +15°

Saturation: Between -25% and +25%

Brightness: Between -25% and +25%

Noise: Up to 5% of pixels

Mosaic: Applied

Similar Projects

Attributes

a_1098.jpg

416x416

0.17MP

Updated Mar 14, 54063

6:51AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Tile

Row: 2 of 2
Column: 1 of 2

Resize

Stretch to 416x416

Flip

Vertical

Rotation

2°

Saturation

-8%

Brightness

Noise

4.25%

Mosaic

Applied

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "p1kRz88NRuIpMYKfqOP4"
    ],
    "destination": "10b7ccf422beb59dcdd380c6aaa7ab4c",
    "height": 416,
    "id": "1whqFObU8oIvGvsnyzPI",
    "label": [],
    "labels": [],
    "name": "a_1098.jpg",
    "numSteps": 9,
    "owner": "PK99vHdTD3vp5hr1ECuz",
    "preprocessing": [
        "auto-orient",
        "tile:[0,1,2,2]",
        "resize:[\"Stretch to\",416,416]",
        "flip:[\"vertical\"]",
        "rotate:[2]",
        "saturation:[-8]",
        "brightness:[4]",
        "noise:[4.25,892525]",
        "mosaic:[51,50,[[0.092122,0.127355],[0.147511,0.817848],[0.011514,0.070605],[0.996261,0.779642]]]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Tile",
            "value": "Row: 2 of 2<br/>Column: 1 of 2"
        },
        {
            "name": "Resize",
            "value": "Stretch to 416x416"
        },
        {
            "name": "Flip",
            "value": "Vertical"
        },
        {
            "name": "Rotation",
            "value": "2°"
        },
        {
            "name": "Saturation",
            "value": "-8%"
        },
        {
            "name": "Brightness",
            "value": "4%"
        },
        {
            "name": "Noise",
            "value": "4.25%"
        },
        {
            "name": "Mosaic",
            "value": "Applied"
        }
    ],
    "source": "1whqFObU8oIvGvsnyzPI",
    "split": "train",
    "split.p1kRz88NRuIpMYKfqOP4.2": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"tile:[0,1,2,2]\",\n    \"resize:[\\\"Stretch to\\\",416,416]\",\n    \"flip:[\\\"vertical\\\"]\",\n    \"rotate:[2]\",\n    \"saturation:[-8]\",\n    \"brightness:[4]\",\n    \"noise:[4.25,892525]\",\n    \"mosaic:[51,50,[[0.092122,0.127355],[0.147511,0.817848],[0.011514,0.070605],[0.996261,0.779642]]]\"\n]",
    "updated": 1643902584661,
    "updatedDate": "Mar 14, 54063",
    "updatedTime": "6:51AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "p1kRz88NRuIpMYKfqOP4/2"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [],
    "height": 416,
    "key": "a_1098.jpg",
    "width": 416
}

Aerial Imagery of Floating Objects

Dataset Versions

2022-02-03 10:36am

Popular Download Formats

1120 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Attributes

a_1098.jpg

Updated Mar 14, 54063

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data