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SotA/Computer Vision/Image Enhancement

Image Enhancement

111 benchmarks983 papers

Image Enhancement is basically improving the interpretability or perception of information in images for human viewers and providing ‘better’ input for other automated image processing techniques. The principal objective of Image Enhancement is to modify attributes of an image to make it more suitable for a given task and a specific observer.

<span class="description-source">Source: A Comprehensive Review of Image Enhancement Techniques </span>

Benchmarks

Image Enhancement on LOL

Average PSNRSSIMLPIPSParams (M)FLOPS (G)SSIM (sRGB)Number of paramsBSQ-rate over MS-SSIMFID

Image Enhancement on LOLv2

Average PSNRSSIMLPIPS

Image Enhancement on MIT-Adobe 5k

PSNR on proRGBSSIM on proRGBPSNR on sRGBSSIM on sRGB

Image Enhancement on LOLv2-synthetic

Average PSNRSSIMLPIPS

Image Enhancement on Stanford-ORB

HDR-PSNRSSIMLPIPS

Image Enhancement on TIP 2018

PSNRSSIMFSIM

Image Enhancement on VIDIT’20 validation set

PSNRSSIMLPIPSMPSRuntime(s)

Image Enhancement on Exposure-Errors

PSNRSSIM

Image Enhancement on LIME

NIQEBRISQUEUser Study Score

Image Enhancement on MEF

NIQEBRISQUEUser Study Score

Image Enhancement on NPE

NIQEBRISQUEUser Study Score

Image Enhancement on VV

NIQEBRISQUEUser Study Score

Image Enhancement on DICM

NIQEBRISQUEUser Study Score

Image Enhancement on LOL-v2

Average PSNRSSIMLPIPS

Image Enhancement on Sony-Total-Dark

Average PSNRSSIMLPIPS

Image Enhancement on LOL-v2-synthetic

PSNRSSIMLPIPS

Image Enhancement on MIT-Adobe FiveK

PSNRSSIMDeltaELPIPS

Image Enhancement on 10 Monkey Species

10 way 1~2 shot

Image Enhancement on 3DMatch Benchmark

mAP (@0.1, Through-wall)

Image Enhancement on ACE 2004

F1 score

Image Enhancement on ACE 2005-EAE

F1 score

Image Enhancement on ACE 2005-ED

F1 score

Image Enhancement on ACE 2005-NER

F1 score

Image Enhancement on ACE 2005-RE

F1 score

Image Enhancement on ADE Corpus

F1 score

Image Enhancement on AFLW (Zhang CVPR 2018 crops)

14 gestures accuracy

Image Enhancement on AnatEM

F1 score

Image Enhancement on BC2GM

F1 score

Image Enhancement on BC5CDR

F1 score

Image Enhancement on Broad Twitter

F1 score

Image Enhancement on Canon RAW Low Light

PSNRSSIM

Image Enhancement on CoNLL 2003

F1 score

Image Enhancement on CoNLL 2004

F1 score

Image Enhancement on DIANN

F1 score

Image Enhancement on FabNER

F1 score

Image Enhancement on FindVehicle

F1 score

Image Enhancement on GENIA

F1 score

Image Enhancement on GIDS

F1 score

Image Enhancement on LSRW

Average PSNRSSIM

Image Enhancement on MIT Movie

F1 score

Image Enhancement on MIT Restaurant

F1 score

Image Enhancement on MultiNERD

F1 score

Image Enhancement on NYT

F1 score

Image Enhancement on Nikon RAW Low Light

PSNRSSIM

Image Enhancement on OntoNotes 5.0

F1 score

Image Enhancement on SDSD-indoor

PSNR

Image Enhancement on SDSD-outdoor

PSNR

Image Enhancement on SICE-Grad

Average PSNRLPIPSSSIM

Image Enhancement on SICE-Mix

Average PSNRLPIPSSSIM

Image Enhancement on SID

PSNRSSIM5-way 5~10-shot

Image Enhancement on SMID

PSNR

Image Enhancement on SciERC

F1 score

Image Enhancement on WNUT 2017

F1 score

Image Enhancement on WikiANN

F1 score

Image Enhancement on kbp37

F1 score

Image Enhancement on ncbi_disease

F1 score

Image Enhancement on semeval RE

F1 score

Image Enhancement on PSNR

PSNR

Image Enhancement on University of Waterloo skin cancer database

Dice (Average)