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Building Detection From Satellite Images

Object Detection

Dataset Versions

Try Pre-Trained Model

no augmentations no test

v22

2 years ago

hue- saturation- exposure

rotation- blur- mosaic -no test-

v19

2 years ago

90 rotate- crop- bbox hflip -no test-

rotation- blur- mosaic

90 rotate- crop- bbox hflip -resize fit black edges-

v14

2 years ago

90 rotate- crop- bbox hflip

2023-06-14 2:09pm

Generated on Jun 14, 2023

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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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20 Total Images

View All Images

Dataset Split

Train Set 65%

13Images

Valid Set 20%

4Images

Test Set 15%

3Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

No augmentations were applied.

Similar Projects

Annotations

Group:

Building

ts6long.png

640x640

0.41MP

Updated May 14, 55429

10:33PM

GMT+00:00

Generated by Roboflow

Validation Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 640x640

Raw Data

Source Data

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    "camera": "Generated by Roboflow",
    "datasets": [
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    "destination": "1fa364d0c8ce30c3f5ebcbe60071efe8",
    "height": 640,
    "id": "yQYqexNxwsMqbZsctbq5",
    "label": [],
    "labels": [],
    "name": "ts6long.png",
    "numSteps": 2,
    "owner": "t2vaow90T8QgKJmICKsJOSzMXkx2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        }
    ],
    "source": "yQYqexNxwsMqbZsctbq5",
    "split": "valid",
    "split.fCrOvzyJut8FiJksFuQk.10": "valid",
    "split.fCrOvzyJut8FiJksFuQk.11": "valid",
    "split.fCrOvzyJut8FiJksFuQk.4": "test",
    "split.fCrOvzyJut8FiJksFuQk.5": "test",
    "split.fCrOvzyJut8FiJksFuQk.6": "test",
    "split.fCrOvzyJut8FiJksFuQk.7": "test",
    "split.fCrOvzyJut8FiJksFuQk.9": "valid",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\"\n]",
    "updated": 1687014686030,
    "updatedDate": "May 14, 55429",
    "updatedTime": "10:33PM",
    "updatedTimezone": "+00:00",
    "versions": [
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        "fCrOvzyJut8FiJksFuQk/11",
        "fCrOvzyJut8FiJksFuQk/4",
        "fCrOvzyJut8FiJksFuQk/5",
        "fCrOvzyJut8FiJksFuQk/6",
        "fCrOvzyJut8FiJksFuQk/7",
        "fCrOvzyJut8FiJksFuQk/9"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "type": "polygon",
            "label": "building",
            "x": 552.82392,
            "y": 307.4990185,
            "width": 163.012182,
            "height": 544.640755,
            "points": [
                [
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                    39.575972
                ],
                [
                    499.667774,
                    35.178641
                ],
                [
                    471.317829,
                    565.371025
                ],
                [
                    620.745663,
                    579.819396
                ],
                [
                    634.330011,
                    39.575972
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "building",
            "x": 385.67737150000005,
            "y": 298.39026249999995,
            "width": 163.012181,
            "height": 544.012563,
            "points": [
                [
                    467.183462,
                    35.806832
                ],
                [
                    330.749354,
                    26.383981
                ],
                [
                    304.171281,
                    559.717314
                ],
                [
                    443.558508,
                    570.396544
                ],
                [
                    467.183462,
                    35.806832
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "building",
            "x": 226.208933,
            "y": 287.0828425,
            "width": 171.28091600000002,
            "height": 564.114645,
            "points": [
                [
                    279.955703,
                    569.140165
                ],
                [
                    311.849391,
                    7.538281
                ],
                [
                    141.1591,
                    5.02552
                ],
                [
                    140.568475,
                    559.717314
                ],
                [
                    279.955703,
                    569.140165
                ]
            ]
        },
        {
            "type": "polygon",
            "label": "building",
            "x": 71.76079750000001,
            "y": 297.762073,
            "width": 132.890365,
            "height": 515.115822,
            "points": [
                [
                    5.906239,
                    554.063604
                ],
                [
                    138.20598,
                    555.319984
                ],
                [
                    138.20598,
                    40.832352
                ],
                [
                    5.315615,
                    40.204162
                ],
                [
                    5.906239,
                    554.063604
                ]
            ]
        }
    ],
    "height": 640,
    "key": "ts6long.png",
    "width": 640
}

Building Detection From Satellite Images

Dataset Versions

2023-06-14 2:09pm

Popular Download Formats

20 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Tags

Attributes

ts6long.png

Updated May 14, 55429

Generated by Roboflow

Validation Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data