opensr-degradation

Name	opensr-degradation JSON
Version	1.0.1 JSON
	download
home_page	https://github.com/csaybar/opensr-degradation
Summary	A set of methods to emulate Sentinel-2 based on High-Resolution imagery
upload_time	2024-03-25 19:28:21
maintainer	None
docs_url	None
author	Cesar Aybar
requires_python	>=3.8
license	MIT
keywords
VCS
bugtrack_url
requirements	No requirements were recorded.
Travis-CI	No Travis.
coveralls test coverage	No coveralls.

            # opensr-degradation

<div align="center">

</div>

## Install

```python
pip install opensr-degradation
```

## Usage

```python
import opensr_degradation
import torch

degradation_model = opensr_degradation.pipe(
    sensor="naip_d",
    add_noise=True,
    params={
        "method": [
            "identity",
            "gamma_lognormal",
            "gamma_multivariate_normal",
            "unet_histogram_matching",
            "vae_histogram_matching",
        ],
        "device": "cuda",
        "seed": 42,
        "percentiles": [10, 25, 50, 75, 90],
    },
)

image = torch.rand(4, 256, 256)
lr, hr = degradation_model(image)
``` 


            

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