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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

v24

v16 no test

Generated on Jul 15, 2023

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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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280 Total Images

View All Images

Dataset Split

Train Set 96%

270Images

Valid Set 4%

10Images

Test Set %

0Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3

Rotation: Between -45° and +45°

Blur: Up to 2.5px

Mosaic: Applied

Similar Projects

Annotations

Group:

Building

per-taskanurulkasih2.png

640x640

0.41MP

Updated Nov 15, 55505

4:10PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 640x640

Rotation

-21°

Blur

0.75px

Mosaic

Applied

Raw Data

Source Data

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    "height": 640,
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    "label": [],
    "labels": [],
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    "numSteps": 5,
    "owner": "t2vaow90T8QgKJmICKsJOSzMXkx2",
    "preprocessing": [
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        "rotate:[-21]",
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    "updatedTimezone": "+00:00",
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    ],
    "width": 640
}

Annotation Data

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}

Building Detection From Satellite Images

Dataset Versions

v16 no test

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280 Total Images

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per-taskanurulkasih2.png

Updated Nov 15, 55505

Generated by Roboflow

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