Yifeng-Liu/rt-detr-finetuned-for-satellite-image-roofs-detection
Object Detection
•
76.6M
•
Updated
•
1.91k
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16
Datasets:
Tasks:
Image Segmentation
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1K - 10K
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image_id
int64 0
6.76k
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imagewidth (px) 280
4.61k
| width
int32 280
4.61k
| height
int32 217
3.46k
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sequence |
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End of preview. Expand
in Data Studio
Dataset Labels
['building']
Number of Images
{'train': 6764, 'valid': 1934, 'test': 967}
How to Use
- Install datasets:
pip install datasets
- Load the dataset:
from datasets import load_dataset
ds = load_dataset("keremberke/satellite-building-segmentation", name="full")
example = ds['train'][0]
Roboflow Dataset Page
https://universe.roboflow.com/roboflow-universe-projects/buildings-instance-segmentation/dataset/1
Citation
@misc{ buildings-instance-segmentation_dataset,
title = { Buildings Instance Segmentation Dataset },
type = { Open Source Dataset },
author = { Roboflow Universe Projects },
howpublished = { \\url{ https://universe.roboflow.com/roboflow-universe-projects/buildings-instance-segmentation } },
url = { https://universe.roboflow.com/roboflow-universe-projects/buildings-instance-segmentation },
journal = { Roboflow Universe },
publisher = { Roboflow },
year = { 2023 },
month = { jan },
note = { visited on 2023-01-18 },
}
License
CC BY 4.0
Dataset Summary
This dataset was exported via roboflow.com on January 16, 2023 at 9:09 PM GMT
Roboflow is an end-to-end computer vision platform that helps you
- collaborate with your team on computer vision projects
- collect & organize images
- understand and search unstructured image data
- annotate, and create datasets
- export, train, and deploy computer vision models
- use active learning to improve your dataset over time
For state of the art Computer Vision training notebooks you can use with this dataset, visit https://github.com/roboflow/notebooks
To find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com
The dataset includes 9665 images. Buildings are annotated in COCO format.
The following pre-processing was applied to each image:
- Auto-orientation of pixel data (with EXIF-orientation stripping)
No image augmentation techniques were applied.
- Downloads last month
- 326
Size of downloaded dataset files:
494 MB
Size of the auto-converted Parquet files:
499 MB
Number of rows:
9,674
Models trained or fine-tuned on keremberke/satellite-building-segmentation