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Datasets/LIVE (Public-Domain Subjective Image Quality Database)

LIVE (Public-Domain Subjective Image Quality Database)

Images

The LIVE Public-Domain Subjective Image Quality Database is a resource developed by the Laboratory for Image and Video Engineering at the University of Texas at Austin. It contains a set of images and videos whose quality has been ranked by human subjects. This database is used in Quality Assessment (QA) research, which aims to make quality predictions that align with the subjective opinions of human observers.

The database was created through an extensive experiment conducted in collaboration with the Department of Psychology at the University of Texas at Austin. The experiment involved obtaining scores from human subjects for many images distorted with different distortion types. The QA algorithm may be trained on part of this data set, and tested on the rest.

The database is available to the research community free of charge. If you use these images in your research, the creators kindly ask that you reference their website and their papers. There are two releases of the database. Release 2 includes more distortion types and more subjects than Release 1. The distortions include JPEG-compressed images, JPEG2000-compressed images, Gaussian blur, and white noise.

Related Benchmarks

LIVE/Image Quality Assessment/PLCCLIVE/Image Quality Assessment/SRCCLIVE/No-Reference Image Quality Assessment/PLCCLIVE/No-Reference Image Quality Assessment/SRCCLIVE Livestream/Video/SRCCLIVE Livestream/Video Quality Assessment/SRCCLIVE Livestream/Video Understanding/SRCCLIVE-ETRI/Video/SRCCLIVE-ETRI/Video Quality Assessment/SRCCLIVE-ETRI/Video Understanding/SRCCLIVE-FB LSVQ/Video/PLCCLIVE-FB LSVQ/Video Quality Assessment/PLCCLIVE-FB LSVQ/Video Understanding/PLCCLIVE-VQC/Video/PLCCLIVE-VQC/Video Quality Assessment/PLCCLIVE-VQC/Video Understanding/PLCCLIVE-YT-HFR/Video/SRCCLIVE-YT-HFR/Video Quality Assessment/SRCCLIVE-YT-HFR/Video Understanding/SRCCLIVE1 (Quality 10 Color)/10-shot image generation/PSNRLIVE1 (Quality 10 Color)/10-shot image generation/PSNR-BLIVE1 (Quality 10 Color)/10-shot image generation/SSIMLIVE1 (Quality 10 Color)/Image Restoration/PSNRLIVE1 (Quality 10 Color)/Image Restoration/PSNR-BLIVE1 (Quality 10 Color)/Image Restoration/SSIMLIVE1 (Quality 20 Color)/10-shot image generation/PSNRLIVE1 (Quality 20 Color)/10-shot image generation/PSNR-BLIVE1 (Quality 20 Color)/10-shot image generation/SSIMLIVE1 (Quality 20 Color)/Image Restoration/PSNRLIVE1 (Quality 20 Color)/Image Restoration/PSNR-BLIVE1 (Quality 20 Color)/Image Restoration/SSIMLIVE1 (Quality 20 Grayscale)/10-shot image generation/PSNRLIVE1 (Quality 20 Grayscale)/10-shot image generation/PSNR-BLIVE1 (Quality 20 Grayscale)/10-shot image generation/SSIMLIVE1 (Quality 20 Grayscale)/Image Restoration/PSNRLIVE1 (Quality 20 Grayscale)/Image Restoration/PSNR-BLIVE1 (Quality 20 Grayscale)/Image Restoration/SSIMLIVE1 (Quality 30 Color)/10-shot image generation/PSNRLIVE1 (Quality 30 Color)/10-shot image generation/PSNR-BLIVE1 (Quality 30 Color)/10-shot image generation/SSIMLIVE1 (Quality 30 Color)/Image Restoration/PSNRLIVE1 (Quality 30 Color)/Image Restoration/PSNR-BLIVE1 (Quality 30 Color)/Image Restoration/SSIMLIVE1 (Quality 30 Grayscale)/10-shot image generation/PSNRLIVE1 (Quality 30 Grayscale)/10-shot image generation/PSNR-BLIVE1 (Quality 30 Grayscale)/10-shot image generation/SSIMLIVE1 (Quality 30 Grayscale)/Image Restoration/PSNRLIVE1 (Quality 30 Grayscale)/Image Restoration/PSNR-BLIVE1 (Quality 30 Grayscale)/Image Restoration/SSIMLIVE1 (Quality 40 Color)/10-shot image generation/PSNRLIVE1 (Quality 40 Color)/10-shot image generation/SSIMLIVE1 (Quality 40 Color)/Image Restoration/PSNRLIVE1 (Quality 40 Color)/Image Restoration/SSIMLIVE1 (Quality 40 Grayscale)/10-shot image generation/PSNRLIVE1 (Quality 40 Grayscale)/10-shot image generation/SSIMLIVE1 (Quality 40 Grayscale)/Image Restoration/PSNRLIVE1 (Quality 40 Grayscale)/Image Restoration/SSIMLIVECell/Cell Segmentation/LIVECell Extrapolation (A172)LIVECell/Cell Segmentation/LIVECell Extrapolation (A549)LIVECell/Cell Segmentation/LIVECell TransferabilityLIVECell/Cell Segmentation/mask AFNRLIVECell/Cell Segmentation/mask APLIVECell/Medical Image Segmentation/LIVECell Extrapolation (A172)LIVECell/Medical Image Segmentation/LIVECell Extrapolation (A549)LIVECell/Medical Image Segmentation/LIVECell TransferabilityLIVECell/Medical Image Segmentation/mask AFNRLIVECell/Medical Image Segmentation/mask APLive1 (Quality 10 Grayscale)/10-shot image generation/PSNRLive1 (Quality 10 Grayscale)/10-shot image generation/PSNR-BLive1 (Quality 10 Grayscale)/10-shot image generation/SSIMLive1 (Quality 10 Grayscale)/Image Restoration/PSNRLive1 (Quality 10 Grayscale)/Image Restoration/PSNR-BLive1 (Quality 10 Grayscale)/Image Restoration/SSIMLive1 (Quality 50 Grayscale)/10-shot image generation/PSNRLive1 (Quality 50 Grayscale)/10-shot image generation/SSIMLive1 (Quality 50 Grayscale)/Image Restoration/PSNRLive1 (Quality 50 Grayscale)/Image Restoration/SSIMLive1 (Quality 70 Grayscale)/10-shot image generation/PSNRLive1 (Quality 70 Grayscale)/10-shot image generation/SSIMLive1 (Quality 70 Grayscale)/Image Restoration/PSNRLive1 (Quality 70 Grayscale)/Image Restoration/SSIMLive1 (Quality 80 Grayscale)/10-shot image generation/PSNRLive1 (Quality 80 Grayscale)/10-shot image generation/SSIMLive1 (Quality 80 Grayscale)/Image Restoration/PSNRLive1 (Quality 80 Grayscale)/Image Restoration/SSIMLiveJournal/Link Prediction/Hits@10LiveJournal/Link Prediction/MRLiveJournal/Link Prediction/MRRLivecodebench/Code Generation/AccLiver-US/Classification/AUC

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JPEG Artifact Correction