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说明文档
SUPERIX：超分辨率对比实验
简介
超分辨率（SR）技术在提升免费卫星影像（如Sentinel-2和Landsat）的空间分辨率方面正变得越来越受欢迎。SR可以显著提高各种遥感下游任务的准确性，包括道路检测、作物勾绘和目标识别。然而，一些研究人员认为SR的好处主要是美观性的，暗示其主要价值在于创建更具视觉吸引力的地图或辅助视觉解译。
对SR的另一个批评是它可能会降低原始输入数据的质量，可能导致错误的结论。然而，一些SR方法在保持反射率完整性方面似乎比其他方法更加保守。鉴于此，一个可靠的基准对于提供对当前最先进技术的定量评估至关重要。如果没有这样的基准，仍然很难确定地判断SR技术对遥感数据的真正影响。
为了建立一个可靠的框架，我们提议创建一个专门的工作组，旨在对Sentinel-2数据的超分辨率算法进行对比（SUPERIX）。我们鼓励来自大学、研究中心、工业界和航天机构团队开发的SR算法参与SUPERIX。该计划将使用OpenSR-test数据集和提出的指标来评估与原始输入数据的一致性以及SR模型引入的高频细节的可靠性。
总之，已经开发了多种方法来解决卫星影像中的超分辨率问题，但很少有研究对该领域最先进的方法进行定量对比。
- SUPERIX旨在对比ESA Sentinel-2任务的SR算法。
- SUPERIX将涉及定义参考数据集、指标和分析框架。
- SUPERIX应该能够识别现有算法的优势和劣势以及潜在的改进领域。
团队和SR算法
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验证数据集
准确的验证数据集将允许对SR的优势和劣势进行详细分析。
验证数据集可能在采样和生成方式上有所不同：
- 跨传感器或合成
- 空间尺度因子
- 地理分布
SR算法的性能也会因参考数据集而异，这可归因于辐射测量、光谱响应、空间对齐、有效空间分辨率、所考虑的景观等方面的差异。
关于高分辨率（HR）参考，我们正在考虑：
- naip： 一组62张主要来自美国农业和森林地区的RGBNIR正射影像。
- spot： 一组从Worldstrat获得的10张SPOT图像。
- spain_urban： 一组20张RGBNIR正射影像，主要来自西班牙的城市区域，包括道路。
- spain_crops： 一组20张RGBNIR正射影像，主要来自西班牙城市附近的农业区域。
- venus： 一组从SEN2VENµS获得的60张VENµS图像。
每个HR参考都包括预处理为1C和2A级别的相应Sentinel-2影像。以下是如何加载每个数据集的示例。
import opensr_test
dataset = opensr_test.load("naip")
lr, hr = dataset["L2A"], dataset["HRharm"]
质量指标
我们提出以下指标来评估SR模型的一致性：
-
反射率： 该指标评估SR如何影响LR图像的反射率，默认使用平均绝对误差（MAE）距离。较低的值表示更好的反射率一致性。SR图像使用三角形抗混叠滤波器按尺度因子下采样（双线性插样）降采样到LR分辨率。
-
光谱： 该指标测量SR如何影响LR图像的光谱特征，默认使用光谱角度距离（SAM）。较低的值表示更好的光谱一致性，角度以度为单位测量。SR图像使用三角形抗混叠滤波器按尺度因子下采样（双线性插值）降采样到LR分辨率。
-
空间： 该指标评估SR和LR图像之间的空间对齐，默认使用相位相关系数（PCC）。一些SR模型会引入空间偏移，该指标可以检测到这些偏移。SR图像使用三角形抗混叠滤波器按尺度因子下采样（双线性插值）降采样到LR分辨率。
我们提出三个指标来评估SR模型引入的高频细节。这些指标的总和始终等于1：
-
改进（im_score）： 该指标量化SR和HR图像之间的相似性。值越接近1表示SR模型与HR图像密切对应（即改善了高频细节）。
-
遗漏（om_score）： 该指标测量SR和LR图像之间的相似性。值越接近1表明SR模型与使用双线性插值下采样的LR图像密切比较（即遗漏了HR中存在但LR中不存在的高频细节）。
-
幻觉（ha_score）： 该指标评估SR与HR和LR图像之间的相似性。值越接近1表示SR模型与两个参考都有显著偏差（即幻觉引入了HR中不存在的高频细节）。
拟议实验
我们计划为x4和x2尺度因子进行两个实验。鼓励参与者提交两种尺度的SR模型。此外，仅为x4尺度设计的模型将通过将SR图像下采样2倍来在x2尺度下进行评估。
在每个实验中，我们将采用两种不同的方法来评估SR模型引入的高频细节。第一种方法使用平均绝对误差（MAE）作为评估高频细节的距离度量。或者，第二种方法使用LPIPS。虽然MAE对高频细节的强度敏感，但LPIPS对其结构差异更敏感。对比这两个指标的结果可以全面理解SR模型引入的高频细节。LPIPS指标始终在HR图像的32x32块上运行，而MAE在x2尺度评估的2x2块和x4尺度评估的4x4块上计算。
拟议协议
-
SUPERIX工作组应首先就适合SR的验证数据集、最佳质量指标的定义以及如何量化幻觉达成一致。
-
每个团队将在截止日期前提交其SR模型。
-
我们将有两种不同类型的模型：开源和闭源。 要被视为开源，代码必须在此存储库中以模型名称命名的文件夹中提供。 保持代码尽可能简单。请参阅使用torch、diffuser和tensorflow库的示例这里、这里和这里。 闭源模型要求仅以GeoTIFF格式提供结果。请参阅示例这里。
-
提交将通过对此存储库的拉取请求进行。拉取请求必须包含
metadata.json文件和GeoTIFF格式的结果。结果必须与HR图像具有相同的分辨率。 我们期望metadata.json文件中包含以下信息：
{
"name": "model_name",
"authors": ["author1", "author2"],
"affiliations": ["affiliation1", "affiliation2"],
"description": "A brief description of the model",
"code": "open-source" or "closed-source",
"scale": "x2" or "x4",
"url": "[OPTIONAL] URL to the model repository if it is open-source",
"license": "license of the model"
}
-
SUPERIX工作组将在截止日期后使用上述讨论的指标评估SR模型。
-
在指标估算之后，我们将首先独立联系提供结果的团队。如果提交存在任何问题，我们将要求澄清，团队将有两周的时间提供必要的更正。
-
问题和讨论将在本存储库的讨论部分进行。 SUPERIX工作组的进展将通过讨论部分和电子邮件通知。
-
在所有参与者提供必要的更正后，结果将在本存储库的讨论部分发布。
预期成果
-
预计没有任何方法在所有指标上都具有明显的优势。
-
将对算法之间存在重大差异的验证场景进行分析。
-
将准备一个专门的网站和技术报告来展示结果和建议。
-
将向遥感期刊提交研究论文。
-
论文将在overleaf中准备，所有参与者将被邀请为其做出贡献。
isp-uv-es/superIX
作者 isp-uv-es
image-to-image
tf-keras
↓ 0
♥ 9
创建时间: 2024-05-19 09:20:12+00:00
更新时间: 2024-05-28 07:31:00+00:00
在 Hugging Face 上查看文件 (2887)
.gitattributes
.gitignore
README.md
benchmark.py
evoland/evoland.zip
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evoland/results/SR/venus/png/ROI_0024.png
evoland/results/SR/venus/png/ROI_0025.png
evoland/results/SR/venus/png/ROI_0026.png
evoland/results/SR/venus/png/ROI_0027.png
evoland/results/SR/venus/png/ROI_0029.png
evoland/results/SR/venus/png/ROI_0030.png
evoland/results/SR/venus/png/ROI_0031.png
evoland/results/SR/venus/png/ROI_0032.png
evoland/results/SR/venus/png/ROI_0033.png
evoland/results/SR/venus/png/ROI_0034.png
evoland/results/SR/venus/png/ROI_0036.png
evoland/results/SR/venus/png/ROI_0037.png
evoland/results/SR/venus/png/ROI_0038.png
evoland/results/SR/venus/png/ROI_0040.png
evoland/results/SR/venus/png/ROI_0041.png
evoland/results/SR/venus/png/ROI_0042.png
evoland/results/SR/venus/png/ROI_0045.png
evoland/results/SR/venus/png/ROI_0046.png
evoland/results/SR/venus/png/ROI_0049.png
evoland/results/SR/venus/png/ROI_0050.png
evoland/results/SR/venus/png/ROI_0051.png
evoland/results/SR/venus/png/ROI_0055.png
evoland/results/SR/venus/png/ROI_0059.png
evoland/results/SR/venus/png/ROI_0061.png
evoland/results/SR/venus/png/ROI_0063.png
evoland/results/SR/venus/png/ROI_0066.png
evoland/results/SR/venus/png/ROI_0067.png
evoland/results/SR/venus/png/ROI_0068.png
evoland/results/SR/venus/png/ROI_0069.png
evoland/results/SR/venus/png/ROI_0072.png
evoland/results/SR/venus/png/ROI_0073.png
evoland/results/SR/venus/png/ROI_0074.png
evoland/results/SR/venus/png/ROI_0075.png
evoland/results/SR/venus/png/ROI_0077.png
evoland/results/SR/venus/png/ROI_0078.png
evoland/results/SR/venus/png/ROI_0082.png
evoland/results/SR/venus/png/ROI_0085.png
evoland/results/SR/venus/png/ROI_0089.png
evoland/results/SR/venus/png/ROI_0098.png
evoland/results/SR/venus/png/ROI_0111.png
evoland/results/SR/venus/png/ROI_0112.png
evoland/results/SR/venus/png/ROI_0115.png
evoland/results/SR/venus/png/ROI_0116.png
evoland/results/SR/venus/png/ROI_0117.png
evoland/results/SR/venus/png/ROI_0118.png
evoland/run.py
evoland/utils.py
evoland/weights/carn_3x3x64g4sw_bootstrap.onnx
ONNX
ldm_baseline/ldm_baseline.zip
ldm_baseline/metadata.json
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ldm_baseline/run.py
ldm_baseline/utils.py
opensrmodel/opensrmodel.zip
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satlas/results/SR/venus/png/ROI_0005.png
satlas/results/SR/venus/png/ROI_0006.png
satlas/results/SR/venus/png/ROI_0007.png
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satlas/results/SR/venus/png/ROI_0019.png
satlas/results/SR/venus/png/ROI_0020.png
satlas/results/SR/venus/png/ROI_0021.png
satlas/results/SR/venus/png/ROI_0023.png
satlas/results/SR/venus/png/ROI_0024.png
satlas/results/SR/venus/png/ROI_0025.png
satlas/results/SR/venus/png/ROI_0026.png
satlas/results/SR/venus/png/ROI_0027.png
satlas/results/SR/venus/png/ROI_0029.png
satlas/results/SR/venus/png/ROI_0030.png
satlas/results/SR/venus/png/ROI_0031.png
satlas/results/SR/venus/png/ROI_0032.png
satlas/results/SR/venus/png/ROI_0033.png
satlas/results/SR/venus/png/ROI_0034.png
satlas/results/SR/venus/png/ROI_0036.png
satlas/results/SR/venus/png/ROI_0037.png
satlas/results/SR/venus/png/ROI_0038.png
satlas/results/SR/venus/png/ROI_0040.png
satlas/results/SR/venus/png/ROI_0041.png
satlas/results/SR/venus/png/ROI_0042.png
satlas/results/SR/venus/png/ROI_0045.png
satlas/results/SR/venus/png/ROI_0046.png
satlas/results/SR/venus/png/ROI_0049.png
satlas/results/SR/venus/png/ROI_0050.png
satlas/results/SR/venus/png/ROI_0051.png
satlas/results/SR/venus/png/ROI_0055.png
satlas/results/SR/venus/png/ROI_0059.png
satlas/results/SR/venus/png/ROI_0061.png
satlas/results/SR/venus/png/ROI_0063.png
satlas/results/SR/venus/png/ROI_0066.png
satlas/results/SR/venus/png/ROI_0067.png
satlas/results/SR/venus/png/ROI_0068.png
satlas/results/SR/venus/png/ROI_0069.png
satlas/results/SR/venus/png/ROI_0072.png
satlas/results/SR/venus/png/ROI_0073.png
satlas/results/SR/venus/png/ROI_0074.png
satlas/results/SR/venus/png/ROI_0075.png
satlas/results/SR/venus/png/ROI_0077.png
satlas/results/SR/venus/png/ROI_0078.png
satlas/results/SR/venus/png/ROI_0082.png
satlas/results/SR/venus/png/ROI_0085.png
satlas/results/SR/venus/png/ROI_0089.png
satlas/results/SR/venus/png/ROI_0098.png
satlas/results/SR/venus/png/ROI_0111.png
satlas/results/SR/venus/png/ROI_0112.png
satlas/results/SR/venus/png/ROI_0115.png
satlas/results/SR/venus/png/ROI_0116.png
satlas/results/SR/venus/png/ROI_0117.png
satlas/results/SR/venus/png/ROI_0118.png
satlas/run.py
satlas/satlas.zip
satlas/utils.py
satlas/weights/esrgan_1S2.pth
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sr4rs/run.py
sr4rs/sr4rs.zip
sr4rs/utils.py
sr4rs/weights/cesbio_model/sr4rs_sentinel2_bands4328_france2020_savedmodel/saved_model.pb
sr4rs/weights/cesbio_model/sr4rs_sentinel2_bands4328_france2020_savedmodel/variables/variables.data-00000-of-00001
sr4rs/weights/cesbio_model/sr4rs_sentinel2_bands4328_france2020_savedmodel/variables/variables.index
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swin2_mose/results/SR/venus/geotiff/ROI_0055.tif
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swin2_mose/results/SR/venus/png/ROI_0005.png
swin2_mose/results/SR/venus/png/ROI_0006.png
swin2_mose/results/SR/venus/png/ROI_0007.png
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swin2_mose/results/SR/venus/png/ROI_0030.png
swin2_mose/results/SR/venus/png/ROI_0031.png
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swin2_mose/results/SR/venus/png/ROI_0115.png
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swin2_mose/results/SR/venus/png/ROI_0117.png
swin2_mose/results/SR/venus/png/ROI_0118.png
swin2_mose/run.py
swin2_mose/swin2_mose.zip
swin2_mose/utils.py
swin2_mose/weights/config-70.yml
swin2_mose/weights/model-70.pt