Duplicate from yuukicammy/MIT-Adobe-FiveK

Co-authored-by: Yuki Nagai <yuukicammy@users.noreply.huggingface.co>

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+task_categories:
+- image-to-image
+tags:
+- RAW
+- raw
+- DNG
+- dng
+- denoising
+- superresolution
+- underexposure
+- overexpos
+pretty_name: fiveK
+size_categories:
+- 1K<n<10K
+---
+# MIT-Adobe FiveK Dataset
+
+The MIT-Adobe FiveK Dataset [[1]]( #references ) is a publicly available dataset providing the following items.
+1. 5,000 RAW images in DNG format
+2. retouched images of each RAW image by five experts in TIFF format (25,000 images, 16 bits per channel, ProPhoto RGB color space, and lossless compression)
+3. semantic information about each image
+The dataset was created by MIT and Adobe Systems, Inc., and is intended to provide a diverse and challenging set of images for testing image processing algorithms. The images were selected to represent a wide range of scenes, including landscapes, portraits, still lifes, and architecture. The images also vary in terms of lighting conditions, color balance, and exposure.
+In practice, this dataset is often used after RAW images have undergone various processing steps. For example, RAW images are developed by adding noise, overexposure, and underexposure to emulate camera errors.
+However, the officially provided dataset has a complex structure and is difficult to handle. This repository provides tools to easily download and use the datasets.
+
+## Official Website
+
+[MIT-Adobe FiveK Dataset](https://data.csail.mit.edu/graphics/fivek/)
+
+## License
+
+- [LicenseAdobe.txt](https://data.csail.mit.edu/graphics/fivek/legal/LicenseAdobe.txt) covers files listed in [filesAdobe.txt](https://data.csail.mit.edu/graphics/fivek/legal/filesAdobe.txt)
+- [LicenseAdobeMIT.txt](https://data.csail.mit.edu/graphics/fivek/legal/LicenseAdobeMIT.txt) covers files listed in [filesAdobeMIT.txt](https://data.csail.mit.edu/graphics/fivek/legal/filesAdobeMIT.txt)
+
+## Data Samples
+
+|Raw (DNG)|Expert A|Expert B|Expert C|Expert D|Expert E|Categories|Camera Model|
+|---|---|---|---|---|---|---|---|
+|[a0001-jmac_</br >DSC1459.dng](https://data.csail.mit.edu/graphics/fivek/img/dng/a0001-jmac_DSC1459.dng)|![tiff16_a/a0001-jmac_DSC1459](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a0001-jmac_DSC1459_A.jpg)|![tiff16_b/a0001-jmac_DSC1459](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a0001-jmac_DSC1459_B.jpg)|![tiff16_c/a0001-jmac_DSC1459](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a0001-jmac_DSC1459_C.jpg)|![tiff16_d/a0001-jmac_DSC1459](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a0001-jmac_DSC1459_D.jpg)|![tiff16_e/a0001-jmac_DSC1459](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a0001-jmac_DSC1459_E.jpg)|{"location":"outdoor","time": "day","light": "sun_sky","subject": "nature"}|Nikon D70|
+|[a1384-dvf_095.dng](https://data.csail.mit.edu/graphics/fivek/img/dng/a1384-dvf_095.dng)|![tiff16_a/a1384-dvf_095](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a1384-dvf_095_A.jpg)|![tiff16_b/a1384-dvf_095](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a1384-dvf_095_B.jpg)|![tiff16_c/a1384-dvf_095](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a1384-dvf_095_C.jpg)|![tiff16_d/a1384-dvf_095](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a1384-dvf_095_D.jpg)|![tiff16_e/a1384-dvf_095](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a1384-dvf_095_E.jpg)|{ "location": "outdoor", "time": "day", "light": "sun_sky", "subject": "nature" }|Leica M8|
+|[a4607-050801_</br >080948__</br >I2E5512.dng](https://data.csail.mit.edu/graphics/fivek/img/dng/a4607-050801_080948__I2E5512.dng)|![tiff16_a/a4607-050801_080948__I2E5512](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a4607-050801_080948__I2E5512_A.jpg)|![tiff16_b/a4607-050801_080948__I2E5512](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a4607-050801_080948__I2E5512_B.jpg)|![tiff16_c/a4607-050801_080948__I2E5512](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a4607-050801_080948__I2E5512_C.jpg)|![tiff16_d/a4607-050801_080948__I2E5512](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a4607-050801_080948__I2E5512_D.jpg)|![tiff16_e/a4607-050801_080948__I2E5512](https://raw.githubusercontent.com/yuukicammy/mit-adobe-fivek-dataset/master/data/thumbnails/a4607-050801_080948__I2E5512_E.jpg)|{ "location": "indoor", "time": "day", "light": "artificial", "subject": "people" }|Canon EOS-1D Mark II|
+
+# References
+
+```
+@inproceedings{fivek,
+	author = "Vladimir Bychkovsky and Sylvain Paris and Eric Chan and Fr{\'e}do Durand",
+	title = "Learning Photographic Global Tonal Adjustment with a Database of Input / Output Image Pairs",
+	booktitle = "The Twenty-Fourth IEEE Conference on Computer Vision and Pattern Recognition",
+	year = "2011"
+}
+```
+
+# Code
+
+[GitHub repository](https://github.com/yuukicammy/mit-adobe-fivek-dataset) provides tools to download and use MIT-Adobe FiveK Dataset in a machine learning friendly manner.
+You can download the dataset with a single line of Python code. Also, you can use Pytorch's DetaLoader to iteratively retrieve data for your own use.
+The processing can be easily accomplished with multiprocessing with Pytorch's DataLoader!
+
+## Requirements
+- Python 3.7 or greater
+- Pytorch 2.X 
+- tqdm
+- urllib3
+
+## Usage
+
+You can use as follows.
+
+<span style="color:red">
+NOTE: For DataLoader, MUST set `batch_size` to `None` to disable automatic batching.
+</span>
+
+```python
+from torch.utils.data.dataloader import DataLoader
+from dataset.fivek import MITAboveFiveK
+
+metadata_loader = DataLoader(
+    MITAboveFiveK(root="path-to-dataset-root", split="train", download=True, experts=["a"]),
+    batch_size=None, num_workers=2)
+
+for item in metadata_loader:
+    # Processing as you want.
+    # Add noise, overexpose, underexpose, etc.
+    print(item["files"]["dng"])
+```
+
+## Example
+
+Please see [sample code](https://github.com/yuukicammy/mit-adobe-fivek-dataset/blob/master/sample_process.py) .
+
+## API
+
+CLASS MITAboveFiveK(torch.utils.data.dataset.Dataset)  
+- - -
+   MITAboveFiveK(root: str, split: str, download: bool = False, experts: List[str] = None) -> None
+
+- root (str):  
+    The root directory where the MITAboveFiveK directory exists or to be created.
+- split (str):   
+    One of {'train', 'val', 'test', 'debug'}. 'debug' uses only 9 data contained in 'train'.
+- download (bool):  
+    If True, downloads the dataset from the official urls. Files that already exist locally will skip the download. Defaults to False.
+- experts (List[str]):  
+    List of {'a', 'b', 'c', 'd', 'e'}. 'a' means 'Expert A' in the [website](https://data.csail.mit.edu/graphics/fivek/ ). If None or empty list, no expert data is used. Defaults to None.

debugging.json

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+{
+    "a1384-dvf_095": {
+        "urls": {
+            "dng": "http://data.csail.mit.edu/graphics/fivek/img/dng/a1384-dvf_095.dng",
+            "tiff16": {
+                "a": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_a/a1384-dvf_095.tif",
+                "b": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_b/a1384-dvf_095.tif",
+                "c": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_c/a1384-dvf_095.tif",
+                "d": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_d/a1384-dvf_095.tif",
+                "e": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_e/a1384-dvf_095.tif"
+            }
+        },
+        "categories": {
+            "location": "outdoor",
+            "time": "day",
+            "light": "sun_sky",
+            "subject": "nature"
+        },
+        "id": 1384,
+        "license": "Adobe",
+        "camera": {
+            "make": "Leica",
+            "model": "M8"
+        }
+    },
+    "a1882-07-11-23-at-17h04m28s-_MG_6574": {
+        "urls": {
+            "dng": "http://data.csail.mit.edu/graphics/fivek/img/dng/a1882-07-11-23-at-17h04m28s-_MG_6574.dng",
+            "tiff16": {
+                "a": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_a/a1882-07-11-23-at-17h04m28s-_MG_6574.tif",
+                "b": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_b/a1882-07-11-23-at-17h04m28s-_MG_6574.tif",
+                "c": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_c/a1882-07-11-23-at-17h04m28s-_MG_6574.tif",
+                "d": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_d/a1882-07-11-23-at-17h04m28s-_MG_6574.tif",
+                "e": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_e/a1882-07-11-23-at-17h04m28s-_MG_6574.tif"
+            }
+        },
+        "categories": {
+            "location": "outdoor",
+            "time": "unknown",
+            "light": "unknown",
+            "subject": "unknown"
+        },
+        "id": 1882,
+        "license": "AdobeMIT",
+        "camera": {
+            "make": "Canon",
+            "model": "EOS 5D"
+        }
+    },
+    "a4902-_DGW0251": {
+        "urls": {
+            "dng": "http://data.csail.mit.edu/graphics/fivek/img/dng/a4902-_DGW0251.dng",
+            "tiff16": {
+                "a": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_a/a4902-_DGW0251.tif",
+                "b": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_b/a4902-_DGW0251.tif",
+                "c": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_c/a4902-_DGW0251.tif",
+                "d": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_d/a4902-_DGW0251.tif",
+                "e": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_e/a4902-_DGW0251.tif"
+            }
+        },
+        "categories": {
+            "location": "indoor",
+            "time": "unknown",
+            "light": "artificial",
+            "subject": "people"
+        },
+        "id": 4902,
+        "license": "AdobeMIT",
+        "camera": {
+            "make": "Nikon",
+            "model": "D700"
+        }
+    },
+    "a1525-jmac_MG_0646": {
+        "urls": {
+            "dng": "http://data.csail.mit.edu/graphics/fivek/img/dng/a1525-jmac_MG_0646.dng",
+            "tiff16": {
+                "a": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_a/a1525-jmac_MG_0646.tif",
+                "b": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_b/a1525-jmac_MG_0646.tif",
+                "c": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_c/a1525-jmac_MG_0646.tif",
+                "d": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_d/a1525-jmac_MG_0646.tif",
+                "e": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_e/a1525-jmac_MG_0646.tif"
+            }
+        },
+        "categories": {
+            "location": "outdoor",
+            "time": "day",
+            "light": "sun_sky",
+            "subject": "nature"
+        },
+        "id": 1525,
+        "license": "Adobe",
+        "camera": {
+            "make": "Canon",
+            "model": "EOS 5D"
+        }
+    },
+    "a4655-20090214_at_00h14m18__78U3080": {
+        "urls": {
+            "dng": "http://data.csail.mit.edu/graphics/fivek/img/dng/a4655-20090214_at_00h14m18__78U3080.dng",
+            "tiff16": {
+                "a": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_a/a4655-20090214_at_00h14m18__78U3080.tif",
+                "b": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_b/a4655-20090214_at_00h14m18__78U3080.tif",
+                "c": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_c/a4655-20090214_at_00h14m18__78U3080.tif",
+                "d": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_d/a4655-20090214_at_00h14m18__78U3080.tif",
+                "e": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_e/a4655-20090214_at_00h14m18__78U3080.tif"
+            }
+        },
+        "categories": {
+            "location": "indoor",
+            "time": "unknown",
+            "light": "mixed",
+            "subject": "people"
+        },
+        "id": 4655,
+        "license": "AdobeMIT",
+        "camera": {
+            "make": "Canon",
+            "model": "EOS-1D Mark III"
+        }
+    },
+    "a0961-WP_Amanda_3rd_bday037": {
+        "urls": {
+            "dng": "http://data.csail.mit.edu/graphics/fivek/img/dng/a0961-WP_Amanda_3rd_bday037.dng",
+            "tiff16": {
+                "a": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_a/a0961-WP_Amanda_3rd_bday037.tif",
+                "b": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_b/a0961-WP_Amanda_3rd_bday037.tif",
+                "c": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_c/a0961-WP_Amanda_3rd_bday037.tif",
+                "d": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_d/a0961-WP_Amanda_3rd_bday037.tif",
+                "e": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_e/a0961-WP_Amanda_3rd_bday037.tif"
+            }
+        },
+        "categories": {
+            "location": "outdoor",
+            "time": "unknown",
+            "light": "unknown",
+            "subject": "unknown"
+        },
+        "id": 961,
+        "license": "Adobe",
+        "camera": {
+            "make": "Canon",
+            "model": "EOS 10D"
+        }
+    },
+    "a0432-IMG_4895": {
+        "urls": {
+            "dng": "http://data.csail.mit.edu/graphics/fivek/img/dng/a0432-IMG_4895.dng",
+            "tiff16": {
+                "a": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_a/a0432-IMG_4895.tif",
+                "b": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_b/a0432-IMG_4895.tif",
+                "c": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_c/a0432-IMG_4895.tif",
+                "d": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_d/a0432-IMG_4895.tif",
+                "e": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_e/a0432-IMG_4895.tif"
+            }
+        },
+        "categories": {
+            "location": "outdoor",
+            "time": "day",
+            "light": "sun_sky",
+            "subject": "nature"
+        },
+        "id": 432,
+        "license": "AdobeMIT",
+        "camera": {
+            "make": "Canon",
+            "model": "EOS 450D"
+        }
+    },
+    "a0377-IMG_3486": {
+        "urls": {
+            "dng": "http://data.csail.mit.edu/graphics/fivek/img/dng/a0377-IMG_3486.dng",
+            "tiff16": {
+                "a": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_a/a0377-IMG_3486.tif",
+                "b": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_b/a0377-IMG_3486.tif",
+                "c": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_c/a0377-IMG_3486.tif",
+                "d": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_d/a0377-IMG_3486.tif",
+                "e": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_e/a0377-IMG_3486.tif"
+            }
+        },
+        "categories": {
+            "location": "outdoor",
+            "time": "day",
+            "light": "sun_sky",
+            "subject": "nature"
+        },
+        "id": 377,
+        "license": "AdobeMIT",
+        "camera": {
+            "make": "Canon",
+            "model": "EOS 450D"
+        }
+    },
+    "a0298-IMG_5043": {
+        "urls": {
+            "dng": "http://data.csail.mit.edu/graphics/fivek/img/dng/a0298-IMG_5043.dng",
+            "tiff16": {
+                "a": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_a/a0298-IMG_5043.tif",
+                "b": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_b/a0298-IMG_5043.tif",
+                "c": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_c/a0298-IMG_5043.tif",
+                "d": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_d/a0298-IMG_5043.tif",
+                "e": "http://data.csail.mit.edu/graphics/fivek/img/tiff16_e/a0298-IMG_5043.tif"
+            }
+        },
+        "categories": {
+            "location": "outdoor",
+            "time": "day",
+            "light": "sun_sky",
+            "subject": "nature"
+        },
+        "id": 298,
+        "license": "AdobeMIT",
+        "camera": {
+            "make": "Canon",
+            "model": "EOS 450D"
+        }
+    }
+}