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---
language:
- en
license: cc-by-4.0
pretty_name: image-impeccable
---
# Dataset Card for Image Impeccable
## Dataset Description
This data was produced by ThinkOnward for the [Image Impeccable Challenge](https://thinkonward.com/app/c/challenges/image-impeccable), using a synthetic seismic dataset generator called [Synthoseis](https://github.com/sede-open/synthoseis).
- **Created by:** Mike McIntire and Jesse Pisel
- **License:** CC 4.0
## Uses
### How to generate a dataset
This dataset is provided as paired noisy and clean seismic volumes. Follow the following step to load the data to `numpy` volumes
```python
import pandas as pd
import numpy as np
def parquet2array(parquet_file, original_shape=(1259,300,300)):
df = pd.read_parquet(parquet_file)
data_only = df.drop(columns=['Row', 'Col'])
# Convert the DataFrame back to a 2D numpy array
reshaped_array = data_only.values
# Reshape the 2D array back into a 3D array
array = reshaped_array.reshape(original_shape)
return array
```
## Dataset Structure
- train (250 paired noisy and clean volumes)
- 42570686
- seismicCubes_RFC_fullstack_2024.42570686.parquet
- seismic_w_noise_vol_42570686.parquet
- 42576639
- seismicCubes_RFC_fullstack_2024.42576639.parquet
- seismic_w_noise_vol_42576639.parquet
- ...
- test (15 noisy volumes)
- 2024-06-10_0d6402b1
- seismic_w_noise_vol_44319345.parquet
- 2024-06-10_1a4e5680
- seismic_w_noise_vol_44319272.parquet
- ...
- 2024-06-11_f46c20fe
- seismic_w_noise_vol_44399957.npy
## Dataset Creation
### Source Data
This data was produced by ThinkOnward for the Image Impeccable Challenge, using a synthetic seismic dataset generator called [Synthoseis](https://github.com/sede-open/synthoseis).
#### Who are the source data producers?
The data is provided as paired noisy and clean seismic volumes.
### Recommendations
This is a synthetically generated dataset, and differs from real-world seismic data. It is recommended that this dataset be used for research purposes only.
## Citation
**BibTeX:**
@misc {thinkonward_2025,
author = { {ThinkOnward} },
title = { },
year = 2025,
url = { https://huggingface.co/datasets/thinkonward/image-impeccable },
doi = { },
publisher = { Hugging Face }
}
## Dataset Card Contact
Please contact `challenges@thinkonward.com` for questions, comments, or concerns about this model. |