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Table 4 SROCC cross-database validation, when models are trained on LIVE2 and tested on CSIQ and TID2013

From: Referenceless image quality assessment by saliency, color-texture energy, and gradient boosting machines

 

DIST

BRISQUE

CORNIA

CQA

SSEQ

LTP

Proposed

CSIQ

JPEG

0.8209

0.7062

0.7129

0.8141

0.8784

0.9876

 

JPEG2k

0.8279

0.8459

0.6957

0.7862

0.8914

0.9881

 

WN

0.6951

0.8627

0.6596

0.4613

0.7739

0.9962

 

GB

0.8311

0.8815

0.7648

0.7758

0.8712

0.9934

 

ALL

0.8022

0.7542

0.7114

0.7403

0.8628

0.9914

TID 2013

JPEG

0.8058

0.7423

0.8071

0.7823

0.8472

0.8853

 

JPEG2k

0.8224

0.8837

0.7724

0.8258

0.9046

0.9481

 

WN

0.8621

0.7403

0.8692

0.6959

0.6881

0.9077

 

GB

0.8245

0.8133

0.8214

0.8624

0.8693

0.8693

 

ALL

0.7965

0.7599

0.8214

0.7955

0.8137

0.8923