instruction
stringclasses
4 values
input_image
image
ground_truth_image
image
derain the image
derain the image
derain the image
deblur the blurry image
deblur the blurry image
derain the image
deblur the blurry image
deblur the blurry image
deblur the blurry image
derain the image
deblur the blurry image
derain the image
deblur the blurry image
derain the image
derain the image
derain the image
deblur the blurry image
deblur the blurry image
deblur the blurry image
derain the image
deblur the blurry image
derain the image
derain the image
derain the image
deblur the blurry image
deblur the blurry image
derain the image
deblur the blurry image
derain the image
derain the image
derain the image
deblur the blurry image
deblur the blurry image
enhance the low-light image
derain the image
derain the image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
derain the image
deblur the blurry image
derain the image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
derain the image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
derain the image
derain the image
derain the image
derain the image
deblur the blurry image
deblur the blurry image
derain the image
deblur the blurry image
deblur the blurry image
derain the image
deblur the blurry image
deblur the blurry image
deblur the blurry image
derain the image
enhance the low-light image
deblur the blurry image
deblur the blurry image
deblur the blurry image
derain the image
derain the image
deblur the blurry image
derain the image
deblur the blurry image
deblur the blurry image
derain the image
deblur the blurry image
deblur the blurry image
deblur the blurry image
derain the image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
derain the image
derain the image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image
deblur the blurry image

Instruction-prompted low-level image processing dataset

To construct this dataset, we took different number of samples from the following datasets for each task and constructed a single dataset with prompts added like so:

Task Prompt Dataset Number of samples
Deblurring “deblur the blurry image” REDS (train_blur and
train_sharp)
1200
Deraining “derain the image” Rain13k 686
Denoising “denoise the noisy image” SIDD 8
Low-light
image enhancement
"enhance the low-light image” LOL 23

To know more about how this sampling was performed, refer to this notebook.This notebook outputs a CSV file which was then used for generating the final version of the dataset (notebook).

Known limitations and biases

Since this dataset was derived from various datasets, as mentioned above, it inherits their limitations and biases as well.

Licensing

Since this dataset was derived from various datasets, as mentioned above, it inherits the licensing policies of those datasets.

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