|
|
--- |
|
|
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 `[email protected]` for questions, comments, or concerns about this model. |
