Datasets:
Tasks:
Image Segmentation
Modalities:
Image
Formats:
parquet
Sub-tasks:
semantic-segmentation
Size:
1K - 10K
License:
annotations_creators: | |
- crowdsourced | |
- expert-generated | |
language_creators: | |
- expert-generated | |
license: cc-by-nc-4.0 | |
multilinguality: [] | |
pretty_name: sidewalk-semantic | |
size_categories: | |
- n<1K | |
source_datasets: | |
- original | |
task_categories: | |
- image-segmentation | |
task_ids: | |
- semantic-segmentation | |
# Dataset Card for sidewalk-semantic | |
## Table of Contents | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Supported Tasks](#supported-tasks-and-leaderboards) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Categories](#data-categories) | |
- [Data Instances](#data-instances) | |
- [Data Fields](#data-instances) | |
- [Data Splits](#data-instances) | |
- [Dataset Creation](#dataset-creation) | |
- [Curation Rationale](#curation-rationale) | |
- [Source Data](#source-data) | |
- [Annotations](#annotations) | |
- [Personal and Sensitive Information](#personal-and-sensitive-information) | |
- [Considerations for Using the Data](#considerations-for-using-the-data) | |
- [Social Impact of Dataset](#social-impact-of-dataset) | |
- [Discussion of Biases](#discussion-of-biases) | |
- [Other Known Limitations](#other-known-limitations) | |
- [Additional Information](#additional-information) | |
- [Dataset Curators](#dataset-curators) | |
- [Licensing Information](#licensing-information) | |
- [Citation Information](#citation-information) | |
## Dataset Description | |
- **Homepage:** [Dataset homepage on Segments.ai](https://segments.ai/segments/sidewalk-imagery/) | |
- **Repository:** [Needs More Information] | |
- **Paper:** [Needs More Information] | |
- **Leaderboard:** [Needs More Information] | |
- **Point of Contact:** [Bert De Brabandere](mailto:[email protected]) | |
### Dataset Summary | |
A dataset of sidewalk images gathered in Belgium in the summer of 2021. Label your own semantic segmentation datasets on [segments.ai](https://segments.ai/?utm_source=hf&utm_medium=hf-ds&utm_campaign=sidewalk) | |
### Supported Tasks and Leaderboards | |
- `semantic-segmentation`: The dataset can be used to train a semantic segmentation model, where each pixel is classified. The model performance is measured by how high its [mean IoU (intersection over union)](https://huggingface.co/metrics/mean_iou) to the reference is. | |
## Dataset Structure | |
### Data categories | |
| Id | Name | Description | | |
| --- | ---- | ----------- | | |
| 0 | unlabeled | - | | |
| 1 | flat-road | - | | |
| 2 | flat-sidewalk | - | | |
| 3 | flat-crosswalk | - | | |
| 4 | flat-cyclinglane | - | | |
| 5 | flat-parkingdriveway | - | | |
| 6 | flat-railtrack | - | | |
| 7 | flat-curb | - | | |
| 8 | human-person | - | | |
| 9 | human-rider | - | | |
| 10 | vehicle-car | - | | |
| 11 | vehicle-truck | - | | |
| 12 | vehicle-bus | - | | |
| 13 | vehicle-tramtrain | - | | |
| 14 | vehicle-motorcycle | - | | |
| 15 | vehicle-bicycle | - | | |
| 16 | vehicle-caravan | - | | |
| 17 | vehicle-cartrailer | - | | |
| 18 | construction-building | - | | |
| 19 | construction-door | - | | |
| 20 | construction-wall | - | | |
| 21 | construction-fenceguardrail | - | | |
| 22 | construction-bridge | - | | |
| 23 | construction-tunnel | - | | |
| 24 | construction-stairs | - | | |
| 25 | object-pole | - | | |
| 26 | object-trafficsign | - | | |
| 27 | object-trafficlight | - | | |
| 28 | nature-vegetation | - | | |
| 29 | nature-terrain | - | | |
| 30 | sky | - | | |
| 31 | void-ground | - | | |
| 32 | void-dynamic | - | | |
| 33 | void-static | - | | |
| 34 | void-unclear | - | | |
### Data Instances | |
[Needs More Information] | |
### Data Fields | |
[Needs More Information] | |
### Data Splits | |
This dataset only contains one split. | |
## Dataset Creation | |
### Curation Rationale | |
[Needs More Information] | |
### Source Data | |
#### Initial Data Collection and Normalization | |
[Needs More Information] | |
#### Who are the source language producers? | |
[Needs More Information] | |
### Annotations | |
#### Annotation process | |
[Needs More Information] | |
#### Who are the annotators? | |
[Needs More Information] | |
### Personal and Sensitive Information | |
[Needs More Information] | |
## Considerations for Using the Data | |
### Social Impact of Dataset | |
[Needs More Information] | |
### Discussion of Biases | |
[Needs More Information] | |
### Other Known Limitations | |
[Needs More Information] | |
## Additional Information | |
### Dataset Curators | |
[Needs More Information] | |
### Licensing Information | |
[Needs More Information] | |
### Citation Information | |
[Needs More Information] |