diff --git a/pie-app/.DS_Store b/pie-app/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..a6db7c5ec82d64b202921f12e1ea2889d05d420d Binary files /dev/null and b/pie-app/.DS_Store differ diff --git a/pie-app/README.txt b/pie-app/README.txt new file mode 100644 index 0000000000000000000000000000000000000000..59987200407df2366f3077329c632f10d13f4171 --- /dev/null +++ b/pie-app/README.txt @@ -0,0 +1,104 @@ + +# PieAPP dataset +The dataset associated with the paper PieAPP: Perceptual Image Error Assessment through Pairwise Preference [[arXiv link](https://arxiv.org/abs/1806.02067)] can be downloaded from: +- [server containing a zip file with all data](https://web.ece.ucsb.edu/~ekta/projects/PieAPPv0.1/all_data_PieAPP_dataset_CVPR_2018.zip) (2.2GB), +- [Google Drive](https://drive.google.com/drive/folders/10RmBhfZFHESCXhhWq0b3BkO5z8ryw85p?usp=sharing) (ideal for quick browsing). Additionally, `all_data_PieAPP_dataset_CVPR_2018.zip` in Google Drive contains the entire folder zipped (2.2GB) for one-click download. + +We make this dataset available for non-commercial and educational purposes only. +The dataset contains a total of 200 undistorted reference images, divided into train / validation / test split. +These reference images are derived from the [Waterloo Exploration Dataset](https://ece.uwaterloo.ca/~k29ma/exploration/). We release the subset of 200 reference images used in PieAPP from the Waterloo Exploration Dataset with permissions for non-commercial, educational, use from the authors. +The users of the PieAPP dataset are requested to cite the Waterloo Exploration Dataset for the reference images, along with PieAPP dataset, as mentioned below. + +## Dataset statistics +The training + validation set contain a total of 160 reference images and test set contains 40 reference images. + +A total of 19,680 distorted images are generated for the train/val set and pairwise probability of preference labels for 77,280 image pairs are made available (derived from querying 40 human subjects for a pairwise comparison + ML estimation). + +For test set, 15 distorted images per reference (total 600 distorted images) are created and dense pariwise comparisons (total 4200) are performed to label each image pair with a probability of preference, again derived from 40 human subjects' votes. +Overall, the PieAPP dataset provides a total of 20,280 distorted images derived from 200 reference images, and + +More details of dataset collection can be found in Sec.4 of the paper and supplementary document. + +## Folder organization: + +- **reference_images** contains the undistorted referene images derived from the Waterloo Exploration dataset. + +- **distorted_images** contains all the distorted versions for each reference image (organized such that one folder contains distorted versions for one reference image), within the train / val / test sub-folders. + +- **labels** contains csv files containing pairwise preference labels for distorted images (see main paper and supplementary material for details on how data is captured). There is one (two in case of test set) csv file for each reference image, in train / val / test subfolders. + +## Interpreting the csv files contained in the labels folder: + +- For train and validation (val) set: there is one csv file for to each reference image (`ref__pairwise_labels.csv`) containing pairwise labels: + + column 1: reference image + column 2: distorted image A + column 3: distorted image B + column 4: raw probability of preference for image A, as obtained by MTurk data - not all pairs for a given reference are labeled; the ones that are not labeled are left blank in this column + column 5: processed probability of preference for image A - we use the MTurk-labeled pairs to do an ML estimation of probability of preference for all pairs in a given inter set of distorted images for a reference (see section 4.3 in supplementary document for details) + +- For the test set, each reference image has two csv files: one containing preference labels obtained through exhaustive per-reference pairwise comparisons using Amazon Mechanical Turk (naming convention: `ref__pairwise_labels.csv`) +and other containing per-image MAP-estimated scores for all distorted images (`ref__per_image_score.csv`). + + for ref__pairwise_labels.csv in labels/test/ folder: + column 1: reference image + column 2: distorted image A + column 3: distorted image B + column 4: probability of preference for image A, as obtained by MTurk data - all pairs are labeled using human data, therefore no additional processing done to estimate missing pairs is needed + + for ref__per_image_score.csv in labels/test/ folder: + column 1: reference image + column 2: distorted image A + column 3: score for image A + +Computing per-image scores enables evaluating the performance of image error/quality metrics using Pearson's Linear Correlation Coefficient and Spearman rank correlation coefficient. +The per-image score indicates the **level of dissimilarity** of a given distorted image as compared to the reference image. That is, an image considered very different from the reference by humans would get a higher score. + +Note that for the pairwise comparisons on test images, the reference image is also considered a "distorted" image and pairwise preference between a distorted image and its reference image is also computed. Since the ML-estimated scores using the Bradley-Terry model are correct up to an additive constant, this strategy allows for computing an MAP-estimated score for the reference image as well and serves as the constant which is then subtracted from the scores estimated for all the distorted versions of that reference image. As a result, the final reference-image score gets set to 0. + +## Naming convention for images: + +Reference image: `ref_.png` + +Distorted image: `distort____.png` + +For each reference image, several distorted versions are generated. +The name of any distorted image contains the following parts: +1. an image number that indicates its corresponding reference, +2. the name of the distortion type +3. whether this distorted image is used during inter or intra type comparison (paper section 4.1) +4. a unique identifier for a given distortion type: several realizations of any given distortion type are generated to choose from (for both inter-type and intra-type comparisons), this identifier helps distinguish those realizations + +## Terms of Usage and how to cite this dataset: +This dataset is made available only for non-commercial, educational purposes. The TERMS_OF_USE.pdf in the dataset directory highlights the details of the terms of usage. + +If you find this dataset useful, please cite the PieAPP dataset: + + @InProceedings{Prashnani_2018_CVPR, + author = {Prashnani, Ekta and Cai, Hong and Mostofi, Yasamin and Sen, Pradeep}, + title = {PieAPP: Perceptual Image-Error Assessment Through Pairwise Preference}, + booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, + month = {June}, + year = {2018} + } + + +Also, for the undistorted reference images, please cite the Waterloo Exploration dataset: + + @article{ma2017waterloo, + author = {Ma, Kede and Duanmu, Zhengfang and Wu, Qingbo and Wang, Zhou and Yong, Hongwei and Li, Hongliang and Zhang, Lei}, + title = {{Waterloo Exploration Database}: New Challenges for Image Quality Assessment Models}, + journal = {IEEE Transactions on Image Processing}, + volume = {26}, + number = {2}, + pages = {1004--1016}, + month = {Feb.}, + year = {2017} + } + + +For 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sha256:d09a84913c1a54bfb15bb6d5695ef33dfbfebea51d61cc588f4704f15bffc4db +size 100038 diff --git a/pie-app/distorted_images/test/ref_200/distort_200_swirlTransform_2.png b/pie-app/distorted_images/test/ref_200/distort_200_swirlTransform_2.png new file mode 100644 index 0000000000000000000000000000000000000000..2c8b0372f4e295a4976f868a000ef17b2bc9fc32 --- /dev/null +++ b/pie-app/distorted_images/test/ref_200/distort_200_swirlTransform_2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7fd4a863bdf73f1069752138093f5f5eec50806e91c2e0aec5ee4cc504ef30b1 +size 104743 diff --git a/pie-app/labels/.DS_Store b/pie-app/labels/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6 Binary files /dev/null and b/pie-app/labels/.DS_Store differ diff --git a/pie-app/labels/test/.~lock.ref_163_pairwise_labels.csv# b/pie-app/labels/test/.~lock.ref_163_pairwise_labels.csv# new file mode 100644 index 0000000000000000000000000000000000000000..9d89d01d1a49f27d4cf6624cf8d6ca4f709a5c1f --- /dev/null +++ b/pie-app/labels/test/.~lock.ref_163_pairwise_labels.csv# @@ -0,0 +1 @@ +,ekta,bijlee,29.01.2021 17:19,file:///home/ekta/.config/libreoffice/4; \ No newline at end of file diff --git a/pie-app/labels/test/ref_161_pairwise_labels.csv b/pie-app/labels/test/ref_161_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..362508af56d7a482d49b3595c39410eb6b1074c6 --- /dev/null +++ b/pie-app/labels/test/ref_161_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_161.png,ref_161.png,distort_161_deblurTikanov_motion_1.png,0.846 +ref_161.png,ref_161.png,distort_161_deblurChan_gaussian_1.png,0.872 +ref_161.png,ref_161.png,distort_161_swirlTransform_1.png,0.775 +ref_161.png,ref_161.png,distort_161_swirlTransform_2.png,0.725 +ref_161.png,ref_161.png,distort_161_superRes_Zeyde_1.png,0.921 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+ref_161.png,distort_161_superResPeleg_1.png,distort_161_globalImShiftRotateRadial_2.png,0.425 +ref_161.png,distort_161_superResPeleg_1.png,distort_161_deblurChan_motion_1.png,0.6 +ref_161.png,distort_161_comfortNoise_1.png,distort_161_globalImShiftRotateRadial_2.png,0.6 +ref_161.png,distort_161_comfortNoise_1.png,distort_161_deblurChan_motion_1.png,0.65 +ref_161.png,distort_161_globalImShiftRotateRadial_2.png,distort_161_deblurChan_motion_1.png,0.462 diff --git a/pie-app/labels/test/ref_161_per_image_score.csv b/pie-app/labels/test/ref_161_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..f88d66b29c692ea2d60c3bcc239e387041b99521 --- /dev/null +++ b/pie-app/labels/test/ref_161_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_161.png,distort_161_deblurTikanov_motion_1.png,1.3802 +ref_161.png,distort_161_deblurChan_gaussian_1.png,2.0266 +ref_161.png,distort_161_swirlTransform_1.png,1.3456 +ref_161.png,distort_161_swirlTransform_2.png,1.0432 +ref_161.png,distort_161_superRes_Zeyde_1.png,1.1179 +ref_161.png,distort_161_globalImShiftRotateRadial_1.png,1.3521 +ref_161.png,distort_161_softFocus_1.png,1.7319 +ref_161.png,distort_161_superResSRCNN_1.png,1.0447 +ref_161.png,distort_161_deblurChan_gaussian_2.png,0.6232 +ref_161.png,distort_161_deblurChan_gaussian_3.png,1.4486 +ref_161.png,distort_161_softFocus_2.png,5.5274 +ref_161.png,distort_161_superResPeleg_1.png,0.8965 +ref_161.png,distort_161_comfortNoise_1.png,0.8043 +ref_161.png,distort_161_globalImShiftRotateRadial_2.png,0.9101 +ref_161.png,distort_161_deblurChan_motion_1.png,1.0046 diff --git a/pie-app/labels/test/ref_162_pairwise_labels.csv b/pie-app/labels/test/ref_162_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..dd63942faa75477eb236dd3185bed2429a79501a --- /dev/null +++ b/pie-app/labels/test/ref_162_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_162.png,ref_162.png,distort_162_stretchTransform_horizontal_1.png,0.763 +ref_162.png,ref_162.png,distort_162_superRes_Zeyde_1.png,0.75 +ref_162.png,ref_162.png,distort_162_spatiallyVaryingNoise_denoiser_1.png,0.8 +ref_162.png,ref_162.png,distort_162_softFocus_1.png,1 +ref_162.png,ref_162.png,distort_162_deblurChan_motion_1.png,0.875 +ref_162.png,ref_162.png,distort_162_superResPeleg_1.png,0.925 +ref_162.png,ref_162.png,distort_162_histogran_equalization_1.png,1 +ref_162.png,ref_162.png,distort_162_swirlTransform_1.png,0.775 +ref_162.png,ref_162.png,distort_162_superRes_Zeyde_2.png,1 +ref_162.png,ref_162.png,distort_162_waveTransform_1.png,0.775 +ref_162.png,ref_162.png,distort_162_denoiseROF_SB_gaussian_1.png,0.925 +ref_162.png,ref_162.png,distort_162_deblurChan_gaussian_1.png,0.974 +ref_162.png,ref_162.png,distort_162_vignette_effect_1.png,0.8 +ref_162.png,ref_162.png,distort_162_gaussianNoiseAdditive_1.png,0.85 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distorted image +ref_163.png,distort_163_swirlTransform_1.png,2.1389 +ref_163.png,distort_163_swirlTransform_2.png,1.8242 +ref_163.png,distort_163_superRes_Zeyde_1.png,2.4774 +ref_163.png,distort_163_globalImShiftRotateRadial_1.png,2.0137 +ref_163.png,distort_163_softFocus_1.png,4.0475 +ref_163.png,distort_163_superResSRCNN_1.png,3.403 +ref_163.png,distort_163_deblurChan_gaussian_1.png,6.4001 +ref_163.png,distort_163_deblurChan_gaussian_2.png,0.7741 +ref_163.png,distort_163_softFocus_2.png,2.089 +ref_163.png,distort_163_superResPeleg_1.png,2.2835 +ref_163.png,distort_163_comfortNoise_1.png,2.8192 +ref_163.png,distort_163_globalImShiftRotateRadial_2.png,1.7275 +ref_163.png,distort_163_deblurChan_motion_1.png,3.0189 +ref_163.png,distort_163_histogran_equalization_1.png,1.7146 +ref_163.png,distort_163_swirlTransform_3.png,1.5358 diff --git a/pie-app/labels/test/ref_164_pairwise_labels.csv b/pie-app/labels/test/ref_164_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..a944f0fa86dc653154c334219e4b3686a8cf20c7 --- /dev/null +++ b/pie-app/labels/test/ref_164_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_164.png,ref_164.png,distort_164_spatiallyVaryingNoise_denoiser_1.png,0.95 +ref_164.png,ref_164.png,distort_164_softFocus_1.png,1 +ref_164.png,ref_164.png,distort_164_deblurChan_motion_1.png,1 +ref_164.png,ref_164.png,distort_164_superResPeleg_1.png,0.925 +ref_164.png,ref_164.png,distort_164_histogran_equalization_1.png,1 +ref_164.png,ref_164.png,distort_164_swirlTransform_1.png,0.875 +ref_164.png,ref_164.png,distort_164_superRes_Zeyde_1.png,0.975 +ref_164.png,ref_164.png,distort_164_waveTransform_1.png,0.974 +ref_164.png,ref_164.png,distort_164_denoiseROF_SB_gaussian_1.png,0.949 +ref_164.png,ref_164.png,distort_164_deblurChan_gaussian_1.png,0.95 +ref_164.png,ref_164.png,distort_164_vignette_effect_1.png,0.775 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+ref_165.png,distort_165_jpeg2000Compression_1.png,distort_165_deblurChan_gaussian_1.png,0.1 +ref_165.png,distort_165_jpeg2000Compression_1.png,distort_165_changeColorTemp_2.png,0.75 +ref_165.png,distort_165_speckleNoise_1.png,distort_165_deblurChan_gaussian_1.png,0.1 +ref_165.png,distort_165_speckleNoise_1.png,distort_165_changeColorTemp_2.png,0.7 +ref_165.png,distort_165_deblurChan_gaussian_1.png,distort_165_changeColorTemp_2.png,0.925 diff --git a/pie-app/labels/test/ref_165_per_image_score.csv b/pie-app/labels/test/ref_165_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..07db52224c38add40d9a0c419a815b484f6f9406 --- /dev/null +++ b/pie-app/labels/test/ref_165_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_165.png,distort_165_deblurTikanov_motion_1.png,2.9912 +ref_165.png,distort_165_changeColorTemp_1.png,3.7322 +ref_165.png,distort_165_vignette_effect_1.png,1.5162 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+ref_168.png,distort_168_deblurDenoiseChan_motion_gaussian_1.png,0.7317 +ref_168.png,distort_168_superResSRCNN_1.png,4.2229 +ref_168.png,distort_168_deblurDenoiseChan_motion_gaussian_2.png,2.2327 +ref_168.png,distort_168_speckleNoise_1.png,1.6913 +ref_168.png,distort_168_waveTransform_1.png,1.1348 +ref_168.png,distort_168_polyTransform_1.png,1.2043 +ref_168.png,distort_168_globalImShiftRotateRadial_1.png,1.8103 +ref_168.png,distort_168_poissonNoise_1.png,1.8754 +ref_168.png,distort_168_gaussianNoiseAdditive_1.png,4.4715 +ref_168.png,distort_168_swirlTransform_1.png,1.3172 +ref_168.png,distort_168_spatiallyVaryingNoise_denoiser_1.png,2.9573 +ref_168.png,distort_168_deblurTikanov_gaussian_1.png,0.3932 +ref_168.png,distort_168_changeColorTemp_1.png,2.5885 +ref_168.png,distort_168_compressiveSensing_DanielYan_1.png,0.5771 +ref_168.png,distort_168_swirlTransform_2.png,1.2838 diff --git a/pie-app/labels/test/ref_169_pairwise_labels.csv b/pie-app/labels/test/ref_169_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..1040febaee1d2105e6d7be69eced4567a34cff0a --- /dev/null +++ b/pie-app/labels/test/ref_169_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_169.png,ref_169.png,distort_169_swirlTransform_1.png,0.949 +ref_169.png,ref_169.png,distort_169_stretchTransform_horizontal_1.png,0.95 +ref_169.png,ref_169.png,distort_169_superRes_Zeyde_1.png,0.975 +ref_169.png,ref_169.png,distort_169_spatiallyVaryingNoise_denoiser_1.png,0.975 +ref_169.png,ref_169.png,distort_169_softFocus_1.png,1 +ref_169.png,ref_169.png,distort_169_deblurChan_motion_1.png,0.949 +ref_169.png,ref_169.png,distort_169_superResPeleg_1.png,0.925 +ref_169.png,ref_169.png,distort_169_histogran_equalization_1.png,0.975 +ref_169.png,ref_169.png,distort_169_swirlTransform_2.png,1 +ref_169.png,ref_169.png,distort_169_superRes_Zeyde_2.png,0.975 +ref_169.png,ref_169.png,distort_169_waveTransform_1.png,0.675 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+ref_169.png,distort_169_denoiseROF_SB_gaussian_1.png,distort_169_gaussianNoiseAdditive_1.png,0.179 +ref_169.png,distort_169_deblurChan_gaussian_1.png,distort_169_vignette_effect_1.png,0.075 +ref_169.png,distort_169_deblurChan_gaussian_1.png,distort_169_gaussianNoiseAdditive_1.png,0.2 +ref_169.png,distort_169_vignette_effect_1.png,distort_169_gaussianNoiseAdditive_1.png,0.5 diff --git a/pie-app/labels/test/ref_169_per_image_score.csv b/pie-app/labels/test/ref_169_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..842e6d9a480ea81814403703eee0e48cc2b23ba5 --- /dev/null +++ b/pie-app/labels/test/ref_169_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_169.png,distort_169_swirlTransform_1.png,3.1748 +ref_169.png,distort_169_stretchTransform_horizontal_1.png,3.9872 +ref_169.png,distort_169_superRes_Zeyde_1.png,2.5264 +ref_169.png,distort_169_spatiallyVaryingNoise_denoiser_1.png,3.4732 +ref_169.png,distort_169_softFocus_1.png,4.539 +ref_169.png,distort_169_deblurChan_motion_1.png,2.1982 +ref_169.png,distort_169_superResPeleg_1.png,2.4116 +ref_169.png,distort_169_histogran_equalization_1.png,3.6408 +ref_169.png,distort_169_swirlTransform_2.png,5.3826 +ref_169.png,distort_169_superRes_Zeyde_2.png,3.3611 +ref_169.png,distort_169_waveTransform_1.png,0.9164 +ref_169.png,distort_169_denoiseROF_SB_gaussian_1.png,1.8885 +ref_169.png,distort_169_deblurChan_gaussian_1.png,2.2031 +ref_169.png,distort_169_vignette_effect_1.png,0.5975 +ref_169.png,distort_169_gaussianNoiseAdditive_1.png,0.8915 diff --git a/pie-app/labels/test/ref_170_pairwise_labels.csv b/pie-app/labels/test/ref_170_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..531e482b2222594156fb019e2a1070d40ec71df9 --- /dev/null +++ b/pie-app/labels/test/ref_170_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_170.png,ref_170.png,distort_170_deblurTikanov_motion_1.png,0.872 +ref_170.png,ref_170.png,distort_170_deblurChan_gaussian_1.png,0.95 +ref_170.png,ref_170.png,distort_170_swirlTransform_1.png,0.775 +ref_170.png,ref_170.png,distort_170_swirlTransform_2.png,0.85 +ref_170.png,ref_170.png,distort_170_superRes_Zeyde_1.png,0.868 +ref_170.png,ref_170.png,distort_170_globalImShiftRotateRadial_1.png,0.9 +ref_170.png,ref_170.png,distort_170_softFocus_1.png,1 +ref_170.png,ref_170.png,distort_170_superResSRCNN_1.png,0.775 +ref_170.png,ref_170.png,distort_170_deblurChan_gaussian_2.png,0.475 +ref_170.png,ref_170.png,distort_170_deblurChan_gaussian_3.png,0.825 +ref_170.png,ref_170.png,distort_170_softFocus_2.png,1 +ref_170.png,ref_170.png,distort_170_superResPeleg_1.png,0.795 +ref_170.png,ref_170.png,distort_170_comfortNoise_1.png,0.795 +ref_170.png,ref_170.png,distort_170_globalImShiftRotateRadial_2.png,0.795 +ref_170.png,ref_170.png,distort_170_deblurChan_motion_1.png,0.775 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-0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_170.png,distort_170_deblurTikanov_motion_1.png,2.0032 +ref_170.png,distort_170_deblurChan_gaussian_1.png,2.5034 +ref_170.png,distort_170_swirlTransform_1.png,1.6432 +ref_170.png,distort_170_swirlTransform_2.png,1.4491 +ref_170.png,distort_170_superRes_Zeyde_1.png,1.4437 +ref_170.png,distort_170_globalImShiftRotateRadial_1.png,1.8019 +ref_170.png,distort_170_softFocus_1.png,4.0825 +ref_170.png,distort_170_superResSRCNN_1.png,0.9211 +ref_170.png,distort_170_deblurChan_gaussian_2.png,0.7361 +ref_170.png,distort_170_deblurChan_gaussian_3.png,1.5817 +ref_170.png,distort_170_softFocus_2.png,6.2656 +ref_170.png,distort_170_superResPeleg_1.png,1.2146 +ref_170.png,distort_170_comfortNoise_1.png,1.1021 +ref_170.png,distort_170_globalImShiftRotateRadial_2.png,1.8073 +ref_170.png,distort_170_deblurChan_motion_1.png,0.9361 diff --git a/pie-app/labels/test/ref_171_pairwise_labels.csv b/pie-app/labels/test/ref_171_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..171eb90c95aa7080f40415fcecbbe09e447b0e8e --- /dev/null +++ b/pie-app/labels/test/ref_171_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_171.png,ref_171.png,distort_171_stretchTransform_horizontal_1.png,0.872 +ref_171.png,ref_171.png,distort_171_superRes_Zeyde_1.png,0.375 +ref_171.png,ref_171.png,distort_171_spatiallyVaryingNoise_denoiser_1.png,0.875 +ref_171.png,ref_171.png,distort_171_softFocus_1.png,0.9 +ref_171.png,ref_171.png,distort_171_deblurChan_motion_1.png,0.974 +ref_171.png,ref_171.png,distort_171_superResPeleg_1.png,0.85 +ref_171.png,ref_171.png,distort_171_histogran_equalization_1.png,0.95 +ref_171.png,ref_171.png,distort_171_swirlTransform_1.png,0.775 +ref_171.png,ref_171.png,distort_171_superRes_Zeyde_2.png,1 +ref_171.png,ref_171.png,distort_171_waveTransform_1.png,0.425 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for distorted image +ref_172.png,distort_172_swirlTransform_1.png,4.0955 +ref_172.png,distort_172_swirlTransform_2.png,3.0283 +ref_172.png,distort_172_superRes_Zeyde_1.png,2.9789 +ref_172.png,distort_172_globalImShiftRotateRadial_1.png,3.7131 +ref_172.png,distort_172_softFocus_1.png,4.3622 +ref_172.png,distort_172_superResSRCNN_1.png,3.9559 +ref_172.png,distort_172_deblurChan_gaussian_1.png,6.5069 +ref_172.png,distort_172_deblurChan_gaussian_2.png,1.1042 +ref_172.png,distort_172_softFocus_2.png,1.8494 +ref_172.png,distort_172_superResPeleg_1.png,2.6914 +ref_172.png,distort_172_comfortNoise_1.png,1.485 +ref_172.png,distort_172_globalImShiftRotateRadial_2.png,2.9195 +ref_172.png,distort_172_deblurChan_motion_1.png,3.6823 +ref_172.png,distort_172_histogran_equalization_1.png,4.0739 +ref_172.png,distort_172_swirlTransform_3.png,4.0193 diff --git a/pie-app/labels/test/ref_173_pairwise_labels.csv b/pie-app/labels/test/ref_173_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..c38599daa3670d04b5653585e71d57e88f8815e2 --- /dev/null +++ b/pie-app/labels/test/ref_173_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_173.png,ref_173.png,distort_173_spatiallyVaryingNoise_denoiser_1.png,0.95 +ref_173.png,ref_173.png,distort_173_softFocus_1.png,1 +ref_173.png,ref_173.png,distort_173_deblurChan_motion_1.png,0.975 +ref_173.png,ref_173.png,distort_173_superResPeleg_1.png,0.974 +ref_173.png,ref_173.png,distort_173_histogran_equalization_1.png,1 +ref_173.png,ref_173.png,distort_173_swirlTransform_1.png,0.925 +ref_173.png,ref_173.png,distort_173_superRes_Zeyde_1.png,1 +ref_173.png,ref_173.png,distort_173_waveTransform_1.png,0.692 +ref_173.png,ref_173.png,distort_173_denoiseROF_SB_gaussian_1.png,0.975 +ref_173.png,ref_173.png,distort_173_deblurChan_gaussian_1.png,0.95 +ref_173.png,ref_173.png,distort_173_vignette_effect_1.png,0.95 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+ref_173.png,distort_173_gaussianNoiseAdditive_1.png,distort_173_compressiveSensing_DanielYan_1.png,0.275 +ref_173.png,distort_173_stretchTransform_vertical_1.png,distort_173_waveTransform_2.png,0.6 +ref_173.png,distort_173_stretchTransform_vertical_1.png,distort_173_compressiveSensing_DanielYan_1.png,0.425 +ref_173.png,distort_173_waveTransform_2.png,distort_173_compressiveSensing_DanielYan_1.png,0.25 diff --git a/pie-app/labels/test/ref_173_per_image_score.csv b/pie-app/labels/test/ref_173_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..ccb6a56b224b71697178dfd40b0d0c8a7671ed6a --- /dev/null +++ b/pie-app/labels/test/ref_173_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_173.png,distort_173_spatiallyVaryingNoise_denoiser_1.png,2.3535 +ref_173.png,distort_173_softFocus_1.png,3.6237 +ref_173.png,distort_173_deblurChan_motion_1.png,2.9598 +ref_173.png,distort_173_superResPeleg_1.png,2.377 +ref_173.png,distort_173_histogran_equalization_1.png,3.9981 +ref_173.png,distort_173_swirlTransform_1.png,2.0406 +ref_173.png,distort_173_superRes_Zeyde_1.png,4.6942 +ref_173.png,distort_173_waveTransform_1.png,1.6786 +ref_173.png,distort_173_denoiseROF_SB_gaussian_1.png,2.66 +ref_173.png,distort_173_deblurChan_gaussian_1.png,1.7408 +ref_173.png,distort_173_vignette_effect_1.png,2.7004 +ref_173.png,distort_173_gaussianNoiseAdditive_1.png,1.7524 +ref_173.png,distort_173_stretchTransform_vertical_1.png,1.2874 +ref_173.png,distort_173_waveTransform_2.png,1.6827 +ref_173.png,distort_173_compressiveSensing_DanielYan_1.png,0.603 diff --git a/pie-app/labels/test/ref_174_pairwise_labels.csv b/pie-app/labels/test/ref_174_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..1301c21fae1dd6bbd217600bf765df36217a13a5 --- /dev/null +++ b/pie-app/labels/test/ref_174_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference 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100644 index 0000000000000000000000000000000000000000..a3c18fc945fbffeffbddcb7eaecd22d58b9d6fe4 --- /dev/null +++ b/pie-app/labels/test/ref_174_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_174.png,distort_174_histogran_equalization_1.png,3.7743 +ref_174.png,distort_174_superRes_Zeyde_1.png,5.0599 +ref_174.png,distort_174_swirlTransform_1.png,2.0976 +ref_174.png,distort_174_deblurTikanov_gaussian_1.png,2.9793 +ref_174.png,distort_174_denoiseROF_SB_gaussian_1.png,2.0204 +ref_174.png,distort_174_globalImShiftRotateRadial_1.png,1.7484 +ref_174.png,distort_174_compressiveSensing_DanielYan_1.png,0.8331 +ref_174.png,distort_174_polyTransform_1.png,2.8964 +ref_174.png,distort_174_denoiseROF_SB_gaussian_2.png,1.8946 +ref_174.png,distort_174_stretchTransform_vertical_1.png,0.9139 +ref_174.png,distort_174_denoiseBM3D_gaussian_1.png,3.4276 +ref_174.png,distort_174_denoiseROF_SB_gaussian_3.png,2.2414 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0000000000000000000000000000000000000000..3a85cd2fa1e14efc46d0b5d9b22731979a10fd0a --- /dev/null +++ b/pie-app/labels/test/ref_176_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_176.png,ref_176.png,distort_176_softFocus_1.png,0.974 +ref_176.png,ref_176.png,distort_176_superResPeleg_1.png,0.949 +ref_176.png,ref_176.png,distort_176_comfortNoise_1.png,0.875 +ref_176.png,ref_176.png,distort_176_globalImShiftRotateRadial_1.png,0.85 +ref_176.png,ref_176.png,distort_176_deblurChan_motion_1.png,0.949 +ref_176.png,ref_176.png,distort_176_histogran_equalization_1.png,1 +ref_176.png,ref_176.png,distort_176_swirlTransform_1.png,0.795 +ref_176.png,ref_176.png,distort_176_stretchTransform_horizontal_1.png,0.65 +ref_176.png,ref_176.png,distort_176_superRes_Zeyde_1.png,1 +ref_176.png,ref_176.png,distort_176_spatiallyVaryingNoise_denoiser_1.png,1 +ref_176.png,ref_176.png,distort_176_softFocus_2.png,0.974 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+ref_177.png,distort_177_superRes_Aplus_1.png,distort_177_waveTransform_3.png,0.35 +ref_177.png,distort_177_denoiseROF_SB_gaussian_1.png,distort_177_jpeg2000Compression_1.png,0.15 +ref_177.png,distort_177_denoiseROF_SB_gaussian_1.png,distort_177_waveTransform_3.png,0.45 +ref_177.png,distort_177_jpeg2000Compression_1.png,distort_177_waveTransform_3.png,0.725 diff --git a/pie-app/labels/test/ref_177_per_image_score.csv b/pie-app/labels/test/ref_177_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..5fc5fc5fc775230deb5587813da4c1795a70a5b1 --- /dev/null +++ b/pie-app/labels/test/ref_177_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_177.png,distort_177_stretchTransform_vertical_1.png,3.1457 +ref_177.png,distort_177_waveTransform_1.png,1.8276 +ref_177.png,distort_177_compressiveSensing_DanielYan_1.png,4.5575 +ref_177.png,distort_177_globalImShiftRotateRadial_1.png,3.0351 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distorted image, score for distorted image +ref_180.png,distort_180_deblurDenoiseChan_motion_gaussian_1.png,1.5514 +ref_180.png,distort_180_comfortNoise_1.png,3.0722 +ref_180.png,distort_180_stretchTransform_vertical_1.png,2.0065 +ref_180.png,distort_180_globalImShiftRotateRadial_1.png,1.9948 +ref_180.png,distort_180_comfortNoise_2.png,4.1745 +ref_180.png,distort_180_waveTransform_1.png,1.0027 +ref_180.png,distort_180_jpeg2000Compression_1.png,0.6163 +ref_180.png,distort_180_histogran_equalization_1.png,3.5725 +ref_180.png,distort_180_comfortNoise_3.png,1.8242 +ref_180.png,distort_180_globalImShiftRotateRadial_2.png,1.3276 +ref_180.png,distort_180_changeColorTemp_1.png,2.9893 +ref_180.png,distort_180_vignette_effect_1.png,0.7198 +ref_180.png,distort_180_deblurDenoiseChan_gaussian_gaussian_1.png,4.2592 +ref_180.png,distort_180_waveTransform_2.png,1.2945 +ref_180.png,distort_180_deblurTikanov_motion_1.png,0.6425 diff --git a/pie-app/labels/test/ref_181_pairwise_labels.csv b/pie-app/labels/test/ref_181_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..ac32cb957281ac0c1f8b182fa5d16a44ad125d9c --- /dev/null +++ b/pie-app/labels/test/ref_181_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_181.png,ref_181.png,distort_181_deblurDenoiseChan_motion_gaussian_1.png,0.95 +ref_181.png,ref_181.png,distort_181_deblurTikanov_motion_1.png,1 +ref_181.png,ref_181.png,distort_181_waveTransform_1.png,0.821 +ref_181.png,ref_181.png,distort_181_deblurTikanov_motion_2.png,1 +ref_181.png,ref_181.png,distort_181_compressiveSensing_DanielYan_1.png,0.974 +ref_181.png,ref_181.png,distort_181_softFocus_1.png,1 +ref_181.png,ref_181.png,distort_181_deblurTikanov_motion_3.png,0.462 +ref_181.png,ref_181.png,distort_181_globalImShiftRotateRadial_1.png,0.872 +ref_181.png,ref_181.png,distort_181_comfortNoise_1.png,0.825 +ref_181.png,ref_181.png,distort_181_jpeg2000Compression_1.png,0.85 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+ref_181.png,distort_181_compressiveSensing_DanielYan_2.png,distort_181_jpeg2000Compression_3.png,0 +ref_181.png,distort_181_vignette_effect_1.png,distort_181_jpeg2000Compression_2.png,0.65 +ref_181.png,distort_181_vignette_effect_1.png,distort_181_softFocus_2.png,0.45 +ref_181.png,distort_181_vignette_effect_1.png,distort_181_jpeg2000Compression_3.png,0.3 +ref_181.png,distort_181_jpeg2000Compression_2.png,distort_181_softFocus_2.png,0.25 +ref_181.png,distort_181_jpeg2000Compression_2.png,distort_181_jpeg2000Compression_3.png,0.075 +ref_181.png,distort_181_softFocus_2.png,distort_181_jpeg2000Compression_3.png,0.35 diff --git a/pie-app/labels/test/ref_181_per_image_score.csv b/pie-app/labels/test/ref_181_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..609da2317f1d7e64c0aaca85ee7ef697beb2ee1b --- /dev/null +++ b/pie-app/labels/test/ref_181_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_181.png,distort_181_deblurDenoiseChan_motion_gaussian_1.png,1.4043 +ref_181.png,distort_181_deblurTikanov_motion_1.png,4.0558 +ref_181.png,distort_181_waveTransform_1.png,1.1064 +ref_181.png,distort_181_deblurTikanov_motion_2.png,5.2285 +ref_181.png,distort_181_compressiveSensing_DanielYan_1.png,3.1505 +ref_181.png,distort_181_softFocus_1.png,6.2661 +ref_181.png,distort_181_deblurTikanov_motion_3.png,0.5927 +ref_181.png,distort_181_globalImShiftRotateRadial_1.png,1.7557 +ref_181.png,distort_181_comfortNoise_1.png,0.9078 +ref_181.png,distort_181_jpeg2000Compression_1.png,2.2909 +ref_181.png,distort_181_compressiveSensing_DanielYan_2.png,6.1707 +ref_181.png,distort_181_vignette_effect_1.png,2.4289 +ref_181.png,distort_181_jpeg2000Compression_2.png,3.3335 +ref_181.png,distort_181_softFocus_2.png,2.0659 +ref_181.png,distort_181_jpeg2000Compression_3.png,1.1744 diff --git a/pie-app/labels/test/ref_182_pairwise_labels.csv b/pie-app/labels/test/ref_182_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..97e5991231bd80855e2208a881b856739b047ed6 --- /dev/null +++ b/pie-app/labels/test/ref_182_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_182.png,ref_182.png,distort_182_softFocus_1.png,1 +ref_182.png,ref_182.png,distort_182_deblurDenoiseChan_motion_gaussian_1.png,1 +ref_182.png,ref_182.png,distort_182_deblurDenoiseChan_gaussian_gaussian_1.png,1 +ref_182.png,ref_182.png,distort_182_superResPeleg_1.png,0.75 +ref_182.png,ref_182.png,distort_182_stretchTransform_vertical_1.png,0.795 +ref_182.png,ref_182.png,distort_182_deblurChan_gaussian_1.png,1 +ref_182.png,ref_182.png,distort_182_deblurChan_gaussian_2.png,0.95 +ref_182.png,ref_182.png,distort_182_compressiveSensing_DanielYan_1.png,0.923 +ref_182.png,ref_182.png,distort_182_poissonNoise_1.png,0.85 +ref_182.png,ref_182.png,distort_182_histogran_equalization_1.png,0.974 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+ref_185.png,distort_185_deblurDenoiseChan_gaussian_gaussian_1.png,0.9077 +ref_185.png,distort_185_changeColorTemp_1.png,3.6813 +ref_185.png,distort_185_superResSRCNN_1.png,0.6802 +ref_185.png,distort_185_polyTransform_1.png,3.478 +ref_185.png,distort_185_deblurDenoiseChan_gaussian_gaussian_2.png,4.2698 +ref_185.png,distort_185_deblurChan_gaussian_1.png,0.6932 +ref_185.png,distort_185_comfortNoise_1.png,2.0621 +ref_185.png,distort_185_softFocus_1.png,4.7658 +ref_185.png,distort_185_histogran_equalization_1.png,2.4325 +ref_185.png,distort_185_superRes_Zeyde_1.png,1.6713 +ref_185.png,distort_185_vignette_effect_1.png,0.5234 +ref_185.png,distort_185_logTransform_1.png,1.8509 +ref_185.png,distort_185_deblurDenoiseChan_motion_gaussian_1.png,1.6135 +ref_185.png,distort_185_deblurTikanov_motion_1.png,1.1995 +ref_185.png,distort_185_vignette_effect_2.png,1.3365 diff --git a/pie-app/labels/test/ref_186_pairwise_labels.csv b/pie-app/labels/test/ref_186_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..7ff98ba91bedc6cc65060e559607b91b9bcb4d80 --- /dev/null +++ b/pie-app/labels/test/ref_186_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_186.png,ref_186.png,distort_186_jpeg2000Compression_1.png,1 +ref_186.png,ref_186.png,distort_186_histogran_equalization_1.png,0.925 +ref_186.png,ref_186.png,distort_186_compressiveSensing_DanielYan_1.png,1 +ref_186.png,ref_186.png,distort_186_stretchTransform_vertical_1.png,0.825 +ref_186.png,ref_186.png,distort_186_deblurDenoiseChan_motion_gaussian_1.png,0.85 +ref_186.png,ref_186.png,distort_186_deblurDenoiseChan_gaussian_gaussian_1.png,0.95 +ref_186.png,ref_186.png,distort_186_superRes_Aplus_1.png,1 +ref_186.png,ref_186.png,distort_186_deblurDenoiseChan_motion_gaussian_2.png,0.675 +ref_186.png,ref_186.png,distort_186_superResSRCNN_1.png,1 +ref_186.png,ref_186.png,distort_186_speckleNoise_1.png,0.95 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+ref_186.png,distort_186_jpeg2000Compression_2.png,distort_186_superResPeleg_2.png,0.4 +ref_186.png,distort_186_superResPeleg_1.png,distort_186_superResPeleg_2.png,0.75 diff --git a/pie-app/labels/test/ref_186_per_image_score.csv b/pie-app/labels/test/ref_186_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..c1dca7644fb3618b5d8bf280e82fea551cb28ca1 --- /dev/null +++ b/pie-app/labels/test/ref_186_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_186.png,distort_186_jpeg2000Compression_1.png,4.9804 +ref_186.png,distort_186_histogran_equalization_1.png,1.6142 +ref_186.png,distort_186_compressiveSensing_DanielYan_1.png,4.0339 +ref_186.png,distort_186_stretchTransform_vertical_1.png,1.542 +ref_186.png,distort_186_deblurDenoiseChan_motion_gaussian_1.png,2.0279 +ref_186.png,distort_186_deblurDenoiseChan_gaussian_gaussian_1.png,2.1448 +ref_186.png,distort_186_superRes_Aplus_1.png,3.8697 +ref_186.png,distort_186_deblurDenoiseChan_motion_gaussian_2.png,1.2725 +ref_186.png,distort_186_superResSRCNN_1.png,6.4867 +ref_186.png,distort_186_speckleNoise_1.png,3.1523 +ref_186.png,distort_186_deblurTikanov_motion_1.png,6.0334 +ref_186.png,distort_186_deblurChan_motion_1.png,1.4082 +ref_186.png,distort_186_jpeg2000Compression_2.png,3.3911 +ref_186.png,distort_186_superResPeleg_1.png,1.3747 +ref_186.png,distort_186_superResPeleg_2.png,2.7586 diff --git a/pie-app/labels/test/ref_187_pairwise_labels.csv b/pie-app/labels/test/ref_187_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..6894b1e8e45ac9cc6f276ae96fe7e1c238122ae3 --- /dev/null +++ b/pie-app/labels/test/ref_187_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_187.png,ref_187.png,distort_187_stretchTransform_vertical_1.png,0.725 +ref_187.png,ref_187.png,distort_187_polyTransform_1.png,0.775 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b/pie-app/labels/test/ref_188_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..d96a9576c893a0f12e25ec02e9eeb1c314ce1dde --- /dev/null +++ b/pie-app/labels/test/ref_188_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_188.png,distort_188_polyTransform_1.png,1.7741 +ref_188.png,distort_188_globalImShiftRotateRadial_1.png,1.9685 +ref_188.png,distort_188_poissonNoise_1.png,1.0973 +ref_188.png,distort_188_polyTransform_2.png,1.4433 +ref_188.png,distort_188_superRes_Aplus_1.png,3.2953 +ref_188.png,distort_188_histogran_equalization_1.png,2.2662 +ref_188.png,distort_188_changeColorTemp_1.png,1.7215 +ref_188.png,distort_188_globalImShiftRotateRadial_2.png,1.5415 +ref_188.png,distort_188_deblurTikanov_motion_1.png,0.9723 +ref_188.png,distort_188_superResSRCNN_1.png,4.7505 +ref_188.png,distort_188_vignette_effect_1.png,2.1042 +ref_188.png,distort_188_denoiseROF_SB_gaussian_1.png,1.9916 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+ref_190.png,distort_190_gaussianNoiseAdditive_1.png,distort_190_stretchTransform_vertical_1.png,0.375 diff --git a/pie-app/labels/test/ref_190_per_image_score.csv b/pie-app/labels/test/ref_190_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..e5c9a7163f9a182caa292a2b577812bc53ae3ce0 --- /dev/null +++ b/pie-app/labels/test/ref_190_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_190.png,distort_190_stretchTransform_horizontal_1.png,2.7873 +ref_190.png,distort_190_superRes_Zeyde_1.png,1.3463 +ref_190.png,distort_190_spatiallyVaryingNoise_denoiser_1.png,0.8758 +ref_190.png,distort_190_softFocus_1.png,3.6838 +ref_190.png,distort_190_deblurChan_motion_1.png,2.422 +ref_190.png,distort_190_superResPeleg_1.png,1.9978 +ref_190.png,distort_190_histogran_equalization_1.png,2.9465 +ref_190.png,distort_190_swirlTransform_1.png,1.9857 +ref_190.png,distort_190_superRes_Zeyde_2.png,4.8288 +ref_190.png,distort_190_waveTransform_1.png,1.1967 +ref_190.png,distort_190_denoiseROF_SB_gaussian_1.png,1.9336 +ref_190.png,distort_190_deblurChan_gaussian_1.png,4.4674 +ref_190.png,distort_190_vignette_effect_1.png,1.2099 +ref_190.png,distort_190_gaussianNoiseAdditive_1.png,2.1356 +ref_190.png,distort_190_stretchTransform_vertical_1.png,1.3929 diff --git a/pie-app/labels/test/ref_191_pairwise_labels.csv b/pie-app/labels/test/ref_191_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..e7c695cd3c6f59aba889ee92c1ea1a177fb024cc --- /dev/null +++ b/pie-app/labels/test/ref_191_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_191.png,ref_191.png,distort_191_swirlTransform_1.png,0.9 +ref_191.png,ref_191.png,distort_191_swirlTransform_2.png,0.947 +ref_191.png,ref_191.png,distort_191_superRes_Zeyde_1.png,0.974 +ref_191.png,ref_191.png,distort_191_globalImShiftRotateRadial_1.png,0.95 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+ref_194.png,distort_194_compressiveSensing_DanielYan_2.png,distort_194_deblurTikanov_gaussian_1.png,0.525 +ref_194.png,distort_194_compressiveSensing_DanielYan_2.png,distort_194_waveTransform_1.png,0.8 +ref_194.png,distort_194_compressiveSensing_DanielYan_2.png,distort_194_swirlTransform_1.png,0.825 +ref_194.png,distort_194_deblurTikanov_gaussian_1.png,distort_194_waveTransform_1.png,0.775 +ref_194.png,distort_194_deblurTikanov_gaussian_1.png,distort_194_swirlTransform_1.png,0.775 +ref_194.png,distort_194_waveTransform_1.png,distort_194_swirlTransform_1.png,0.45 diff --git a/pie-app/labels/test/ref_194_per_image_score.csv b/pie-app/labels/test/ref_194_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..18ac013412dfdad9b61dc2c6dd948bd2863551db --- /dev/null +++ b/pie-app/labels/test/ref_194_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_194.png,distort_194_softFocus_1.png,2.4682 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index 0000000000000000000000000000000000000000..37f364a4cf987400a7793552209cf59ef09d079c --- /dev/null +++ b/pie-app/labels/test/ref_195_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_195.png,ref_195.png,distort_195_changeColorTemp_1.png,0.85 +ref_195.png,ref_195.png,distort_195_gaussianNoiseAdditive_1.png,1 +ref_195.png,ref_195.png,distort_195_deblurDenoiseChan_motion_gaussian_1.png,0.513 +ref_195.png,ref_195.png,distort_195_jpeg2000Compression_1.png,0.45 +ref_195.png,ref_195.png,distort_195_waveTransform_1.png,0.872 +ref_195.png,ref_195.png,distort_195_poissonNoise_1.png,0.975 +ref_195.png,ref_195.png,distort_195_deblurDenoiseChan_motion_gaussian_2.png,0.9 +ref_195.png,ref_195.png,distort_195_stretchTransform_vertical_1.png,0.868 +ref_195.png,ref_195.png,distort_195_denoiseBM3D_gaussian_1.png,0.85 +ref_195.png,ref_195.png,distort_195_stretchTransform_vertical_2.png,1 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+ref_195.png,distort_195_deblurDenoiseChan_motion_gaussian_2.png,distort_195_superResPeleg_1.png,0.2 +ref_195.png,distort_195_stretchTransform_vertical_1.png,distort_195_denoiseBM3D_gaussian_1.png,0.175 +ref_195.png,distort_195_stretchTransform_vertical_1.png,distort_195_stretchTransform_vertical_2.png,0.75 +ref_195.png,distort_195_stretchTransform_vertical_1.png,distort_195_deblurTikanov_motion_1.png,0.525 +ref_195.png,distort_195_stretchTransform_vertical_1.png,distort_195_deblurChan_motion_1.png,0.175 +ref_195.png,distort_195_stretchTransform_vertical_1.png,distort_195_globalImShiftRotateRadial_1.png,0.475 +ref_195.png,distort_195_stretchTransform_vertical_1.png,distort_195_superRes_Zeyde_1.png,0.179 +ref_195.png,distort_195_stretchTransform_vertical_1.png,distort_195_superResPeleg_1.png,0.385 +ref_195.png,distort_195_denoiseBM3D_gaussian_1.png,distort_195_stretchTransform_vertical_2.png,0.825 +ref_195.png,distort_195_denoiseBM3D_gaussian_1.png,distort_195_deblurTikanov_motion_1.png,0.9 +ref_195.png,distort_195_denoiseBM3D_gaussian_1.png,distort_195_deblurChan_motion_1.png,0.3 +ref_195.png,distort_195_denoiseBM3D_gaussian_1.png,distort_195_globalImShiftRotateRadial_1.png,0.526 +ref_195.png,distort_195_denoiseBM3D_gaussian_1.png,distort_195_superRes_Zeyde_1.png,0.4 +ref_195.png,distort_195_denoiseBM3D_gaussian_1.png,distort_195_superResPeleg_1.png,0.575 +ref_195.png,distort_195_stretchTransform_vertical_2.png,distort_195_deblurTikanov_motion_1.png,0.45 +ref_195.png,distort_195_stretchTransform_vertical_2.png,distort_195_deblurChan_motion_1.png,0.125 +ref_195.png,distort_195_stretchTransform_vertical_2.png,distort_195_globalImShiftRotateRadial_1.png,0.2 +ref_195.png,distort_195_stretchTransform_vertical_2.png,distort_195_superRes_Zeyde_1.png,0.15 +ref_195.png,distort_195_stretchTransform_vertical_2.png,distort_195_superResPeleg_1.png,0.128 +ref_195.png,distort_195_deblurTikanov_motion_1.png,distort_195_deblurChan_motion_1.png,0.025 +ref_195.png,distort_195_deblurTikanov_motion_1.png,distort_195_globalImShiftRotateRadial_1.png,0.125 +ref_195.png,distort_195_deblurTikanov_motion_1.png,distort_195_superRes_Zeyde_1.png,0.05 +ref_195.png,distort_195_deblurTikanov_motion_1.png,distort_195_superResPeleg_1.png,0.1 +ref_195.png,distort_195_deblurChan_motion_1.png,distort_195_globalImShiftRotateRadial_1.png,0.769 +ref_195.png,distort_195_deblurChan_motion_1.png,distort_195_superRes_Zeyde_1.png,0.436 +ref_195.png,distort_195_deblurChan_motion_1.png,distort_195_superResPeleg_1.png,0.625 +ref_195.png,distort_195_globalImShiftRotateRadial_1.png,distort_195_superRes_Zeyde_1.png,0.275 +ref_195.png,distort_195_globalImShiftRotateRadial_1.png,distort_195_superResPeleg_1.png,0.325 +ref_195.png,distort_195_superRes_Zeyde_1.png,distort_195_superResPeleg_1.png,0.525 diff --git a/pie-app/labels/test/ref_195_per_image_score.csv b/pie-app/labels/test/ref_195_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..2444d9b4fed192dbab6a1a2b4d6b7e8130d03419 --- /dev/null +++ b/pie-app/labels/test/ref_195_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_195.png,distort_195_changeColorTemp_1.png,2.4621 +ref_195.png,distort_195_gaussianNoiseAdditive_1.png,4.0592 +ref_195.png,distort_195_deblurDenoiseChan_motion_gaussian_1.png,0.3769 +ref_195.png,distort_195_jpeg2000Compression_1.png,0.1165 +ref_195.png,distort_195_waveTransform_1.png,2.7823 +ref_195.png,distort_195_poissonNoise_1.png,2.9504 +ref_195.png,distort_195_deblurDenoiseChan_motion_gaussian_2.png,1.882 +ref_195.png,distort_195_stretchTransform_vertical_1.png,1.9437 +ref_195.png,distort_195_denoiseBM3D_gaussian_1.png,1.0382 +ref_195.png,distort_195_stretchTransform_vertical_2.png,3.0253 +ref_195.png,distort_195_deblurTikanov_motion_1.png,2.7802 +ref_195.png,distort_195_deblurChan_motion_1.png,0.4118 +ref_195.png,distort_195_globalImShiftRotateRadial_1.png,1.463 +ref_195.png,distort_195_superRes_Zeyde_1.png,0.454 +ref_195.png,distort_195_superResPeleg_1.png,0.9742 diff --git a/pie-app/labels/test/ref_196_pairwise_labels.csv b/pie-app/labels/test/ref_196_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..adcd11612cc662c23ad9d63ab0367f7c959f2efd --- /dev/null +++ b/pie-app/labels/test/ref_196_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_196.png,ref_196.png,distort_196_deblurChan_gaussian_1.png,0.825 +ref_196.png,ref_196.png,distort_196_logTransform_1.png,0.975 +ref_196.png,ref_196.png,distort_196_denoiseROF_SB_gaussian_1.png,0.816 +ref_196.png,ref_196.png,distort_196_stretchTransform_horizontal_1.png,0.725 +ref_196.png,ref_196.png,distort_196_superRes_Zeyde_1.png,1 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mode 100644 index 0000000000000000000000000000000000000000..df8b982a71398605102f76b8386d9cfb5a9d6204 --- /dev/null +++ b/pie-app/labels/test/ref_198_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_198.png,distort_198_deblurDenoiseChan_gaussian_gaussian_1.png,5.9092 +ref_198.png,distort_198_comfortNoise_1.png,3.6029 +ref_198.png,distort_198_changeColorTemp_1.png,2.0678 +ref_198.png,distort_198_superResSRCNN_1.png,0.9668 +ref_198.png,distort_198_denoiseBM3D_gaussian_1.png,2.8242 +ref_198.png,distort_198_globalImShiftRotateRadial_1.png,1.2202 +ref_198.png,distort_198_deblurDenoiseChan_gaussian_gaussian_2.png,1.6039 +ref_198.png,distort_198_globalImShiftRotateRadial_2.png,1.1477 +ref_198.png,distort_198_stretchTransform_horizontal_1.png,1.8233 +ref_198.png,distort_198_gaussianHighFrequencyNoise_1.png,3.6835 +ref_198.png,distort_198_gaussianNoiseAdditive_1.png,2.3005 +ref_198.png,distort_198_jpeg2000Compression_1.png,1.0758 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+ref_199.png,distort_199_deblurChan_gaussian_2.png,distort_199_histogran_equalization_1.png,0.05 +ref_199.png,distort_199_deblurChan_gaussian_2.png,distort_199_superRes_Aplus_1.png,0.15 +ref_199.png,distort_199_deblurChan_gaussian_2.png,distort_199_softFocus_1.png,0 +ref_199.png,distort_199_waveTransform_2.png,distort_199_histogran_equalization_1.png,0.75 +ref_199.png,distort_199_waveTransform_2.png,distort_199_superRes_Aplus_1.png,1 +ref_199.png,distort_199_waveTransform_2.png,distort_199_softFocus_1.png,0.475 +ref_199.png,distort_199_histogran_equalization_1.png,distort_199_superRes_Aplus_1.png,0.737 +ref_199.png,distort_199_histogran_equalization_1.png,distort_199_softFocus_1.png,0.275 +ref_199.png,distort_199_superRes_Aplus_1.png,distort_199_softFocus_1.png,0.025 diff --git a/pie-app/labels/test/ref_199_per_image_score.csv b/pie-app/labels/test/ref_199_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..eb2f02e885eedf22d6634f55b3361502ff55fa7e --- /dev/null +++ b/pie-app/labels/test/ref_199_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_199.png,distort_199_spatiallyVaryingNoise_denoiser_1.png,3.8733 +ref_199.png,distort_199_deblurChan_gaussian_1.png,3.1853 +ref_199.png,distort_199_poissonNoise_1.png,2.0191 +ref_199.png,distort_199_globalImShiftRotateRadial_1.png,2.3426 +ref_199.png,distort_199_denoiseROF_SB_gaussian_1.png,1.9995 +ref_199.png,distort_199_deblurChan_motion_1.png,1.1257 +ref_199.png,distort_199_speckleNoise_1.png,4.1604 +ref_199.png,distort_199_waveTransform_1.png,0.8887 +ref_199.png,distort_199_denoiseROF_SB_gaussian_2.png,2.1373 +ref_199.png,distort_199_denoiseBM3D_gaussian_1.png,2.2654 +ref_199.png,distort_199_deblurChan_gaussian_2.png,6.7147 +ref_199.png,distort_199_waveTransform_2.png,1.1378 +ref_199.png,distort_199_histogran_equalization_1.png,2.5129 +ref_199.png,distort_199_superRes_Aplus_1.png,5.4171 +ref_199.png,distort_199_softFocus_1.png,0.9273 diff --git a/pie-app/labels/test/ref_200_pairwise_labels.csv b/pie-app/labels/test/ref_200_pairwise_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..23ace98258c6ecdfede1c3a290f276df0c5e5868 --- /dev/null +++ b/pie-app/labels/test/ref_200_pairwise_labels.csv @@ -0,0 +1,121 @@ +ref. image, distorted image A, distorted image B, preference for A +ref_200.png,ref_200.png,distort_200_softFocus_1.png,0.975 +ref_200.png,ref_200.png,distort_200_superResPeleg_1.png,0.875 +ref_200.png,ref_200.png,distort_200_comfortNoise_1.png,1 +ref_200.png,ref_200.png,distort_200_globalImShiftRotateRadial_1.png,0.718 +ref_200.png,ref_200.png,distort_200_deblurChan_motion_1.png,0.775 +ref_200.png,ref_200.png,distort_200_histogran_equalization_1.png,0.923 +ref_200.png,ref_200.png,distort_200_swirlTransform_1.png,0.667 +ref_200.png,ref_200.png,distort_200_stretchTransform_horizontal_1.png,0.564 +ref_200.png,ref_200.png,distort_200_superRes_Zeyde_1.png,1 +ref_200.png,ref_200.png,distort_200_spatiallyVaryingNoise_denoiser_1.png,1 +ref_200.png,ref_200.png,distort_200_softFocus_2.png,1 +ref_200.png,ref_200.png,distort_200_deblurChan_motion_2.png,0.718 +ref_200.png,ref_200.png,distort_200_superResPeleg_2.png,0.75 +ref_200.png,ref_200.png,distort_200_superRes_Zeyde_2.png,1 +ref_200.png,ref_200.png,distort_200_swirlTransform_2.png,0.769 +ref_200.png,distort_200_softFocus_1.png,distort_200_superResPeleg_1.png,0.41 +ref_200.png,distort_200_softFocus_1.png,distort_200_comfortNoise_1.png,0.85 +ref_200.png,distort_200_softFocus_1.png,distort_200_globalImShiftRotateRadial_1.png,0.308 +ref_200.png,distort_200_softFocus_1.png,distort_200_deblurChan_motion_1.png,0.325 +ref_200.png,distort_200_softFocus_1.png,distort_200_histogran_equalization_1.png,0.825 +ref_200.png,distort_200_softFocus_1.png,distort_200_swirlTransform_1.png,0.15 +ref_200.png,distort_200_softFocus_1.png,distort_200_stretchTransform_horizontal_1.png,0.175 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+ref_200.png,distort_200_superResPeleg_2.png,distort_200_superRes_Zeyde_2.png,0.975 +ref_200.png,distort_200_superResPeleg_2.png,distort_200_swirlTransform_2.png,0.6 +ref_200.png,distort_200_superRes_Zeyde_2.png,distort_200_swirlTransform_2.png,0.075 diff --git a/pie-app/labels/test/ref_200_per_image_score.csv b/pie-app/labels/test/ref_200_per_image_score.csv new file mode 100644 index 0000000000000000000000000000000000000000..a589a446e6444ce2c2da390ce3cb4c0a37c88a4c --- /dev/null +++ b/pie-app/labels/test/ref_200_per_image_score.csv @@ -0,0 +1,16 @@ +ref. image, distorted image, score for distorted image +ref_200.png,distort_200_softFocus_1.png,1.9627 +ref_200.png,distort_200_superResPeleg_1.png,1.432 +ref_200.png,distort_200_comfortNoise_1.png,3.7306 +ref_200.png,distort_200_globalImShiftRotateRadial_1.png,1.0732 +ref_200.png,distort_200_deblurChan_motion_1.png,1.2152 +ref_200.png,distort_200_histogran_equalization_1.png,3.4907 +ref_200.png,distort_200_swirlTransform_1.png,0.9778 +ref_200.png,distort_200_stretchTransform_horizontal_1.png,0.7496 +ref_200.png,distort_200_superRes_Zeyde_1.png,5.7095 +ref_200.png,distort_200_spatiallyVaryingNoise_denoiser_1.png,3.3001 +ref_200.png,distort_200_softFocus_2.png,2.5727 +ref_200.png,distort_200_deblurChan_motion_2.png,0.7786 +ref_200.png,distort_200_superResPeleg_2.png,1.2278 +ref_200.png,distort_200_superRes_Zeyde_2.png,4.2842 +ref_200.png,distort_200_swirlTransform_2.png,1.3194 diff --git a/pie-app/reference_images/.DS_Store b/pie-app/reference_images/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6 Binary files /dev/null and b/pie-app/reference_images/.DS_Store differ diff --git a/pie-app/reference_images/test/ref_161.png b/pie-app/reference_images/test/ref_161.png new file mode 100644 index 0000000000000000000000000000000000000000..56bd03c541f6fc18a2c7eeecf2efa4cd116efc58 --- /dev/null +++ b/pie-app/reference_images/test/ref_161.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3511f850965a721a0147e37f16ddbede984b5abaa6829a4d52649a25d221ea4f +size 126172 diff --git a/pie-app/reference_images/test/ref_162.png b/pie-app/reference_images/test/ref_162.png new file mode 100644 index 0000000000000000000000000000000000000000..b816b5858d8799fa1aca0f4bb9c90ac37ac8698f --- /dev/null +++ b/pie-app/reference_images/test/ref_162.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5cff309b07aca85a770d163672009302f052935b21632b4150911dee1f2e960f +size 93409 diff --git a/pie-app/reference_images/test/ref_163.png b/pie-app/reference_images/test/ref_163.png new file mode 100644 index 0000000000000000000000000000000000000000..0fe9d324c7f82ef2b77989e709ef9c7d782e6684 --- /dev/null +++ b/pie-app/reference_images/test/ref_163.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a3841e7a5d6797463be785532320173661fdb989bed7b4c92897e928ff820456 +size 120445 diff --git 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