instruction-tuning-sd/low-level-image-proc

Dataset

Instruction-prompted low-level image processing dataset

9

25 commits

2 linked in READMEs

updated May 11, 2023

See the code

README

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:

TaskPromptDatasetNumber of samples
Deblurring“deblur the blurry image”REDS (train_blur and
train_sharp)
1200
Deraining“derain the image”Rain13k686
Denoising“denoise the noisy image”SIDD8
Low-light
image enhancement
"enhance the low-light image”LOL23

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.

Contributors

sayakpaul

25 commits

instruction-tuning-sd/low-level-image-proc

Dataset

Instruction-prompted low-level image processing dataset

9

25 commits

2 linked in READMEs

updated May 11, 2023

See the code

README

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:

TaskPromptDatasetNumber of samples
Deblurring“deblur the blurry image”REDS (train_blur and
train_sharp)
1200
Deraining“derain the image”Rain13k686
Denoising“denoise the noisy image”SIDD8
Low-light
image enhancement
"enhance the low-light image”LOL23

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.

Contributors

sayakpaul

25 commits