Skip to main content

Table 2 Mean SROCC of the PSNR, SSIM, RIQMC, BRISQUE, CORNIA, CQA, SSEQ, LTP, NFERM, and the proposed metrics, obtained for 1000 simulation runs on the LIVE, CSIQ, and TID2013 databases

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

Database Distortion PSNR SSIM RIQMC BRISQUE CORNIA CQA SSEQ LTP NFERM PROPOSED
LIVE JPEG 0.8515 0.9481 0.7794 0.8641 0.9002 0.8257 0.9122 0.9395 0.9645 0.9325
  JPEG2k 0.8822 0.9438 0.5383 0.8838 0.9246 0.8366 0.9388 0.9372 0.9411 0.9497
  WN 0.9851 0.9793 0.6628 0.9750 0.9500 0.9764 0.9544 0.9646 0.9838 0.9845
  GB 0.7818 0.8889 0.8711 0.9304 0.9465 0.8377 0.9157 0.9530 0.9219 0.9641
  FF 0.8869 0.9335 0.6802 0.8469 0.9132 0.8262 0.9038 0.8758 0.8627 0.8977
  ALL 0.8013 0.8902 0.6785 0.9098 0.9386 0.8606 0.9356 0.9316 0.9405 0.9492
CSIQ JPEG 0.9009 0.9309 0.7242 0.8525 0.8319 0.6506 0.8066 0.9292 0.9036 0.9331
  JPEG2k 0.9309 0.9251 0.5795 0.8458 0.8405 0.8214 0.7302 0.8877 0.9223 0.8871
  WN 0.9345 0.8761 0.4678 0.6931 0.6187 0.7276 0.7876 0.6454 0.9214 0.9346
  GB 0.9358 0.9089 0.8007 0.8337 0.8526 0.7486 0.7766 0.9244 0.8962 0.9197
  PN 0.9315 0.8871 0.3653 0.7740 0.5340 0.5463 0.6661 0.7828 0.6334 0.9461
  CD 0.8862 0.8128 0.9565 0.4255 0.4458 0.5383 0.4172 0.2082 0.3774 0.8097
  ALL 0.8088 0.8116 0.5066 0.7597 0.6969 0.6369 0.7007 0.8280 0.9142 0.8949
TID2013 AGC 0.8568 0.7912 0.3555 0.4166 0.2605 0.3964 0.3949 0.5963 0.7077 0.9217
  AGN 0.9337 0.6421 0.6055 0.6416 0.5689 0.6051 0.6040 0.6631 0.8567 0.8662
  CA 0.7759 0.7158 0.5726 0.7310 0.6844 0.4380 0.4366 0.6749 0.6357 0.5991
  CC 0.4608 0.3477 0.8044 0.1849 0.1400 0.2043 0.2006 0.1886 0.2148 0.7583
  CCS 0.6892 0.7641 0.0581 0.2715 0.2642 0.2461 0.2547 0.2384 0.3106 0.5765
  CN 0.8838 0.6465 0.6262 0.2176 0.3553 0.1623 0.1642 0.3880 0.1385 0.5100
  GB 0.8905 0.8196 0.7687 0.8063 0.8341 0.7019 0.7058 0.7465 0.8502 0.8655
  HFN 0.9165 0.7962 0.4267 0.7103 0.7707 0.7104 0.7061 0.7626 0.8797 0.9319
  ICQ 0.9087 0.7271 0.8691 0.7663 0.7044 0.6829 0.6834 0.7603 0.4804 0.7877
  ID 0.9457 0.8327 0.8661 0.5243 0.7227 0.6711 0.6716 0.7063 0.6405 0.8388
  IN 0.9263 0.8055 0.1222 0.6848 0.5874 0.4231 0.4272 0.6484 0.1735 0.6699
  IS 0.7647 0.7411 0.5979 0.2224 0.2403 0.2011 0.2013 0.3291 0.0407 0.8792
  JPEG 0.9252 0.8275 0.7293 0.7252 0.7815 0.6317 0.6284 0.6631 0.8711 0.6160
  JPEGTE 0.7874 0.6144 0.6009 0.3581 0.5679 0.2221 0.2195 0.2314 0.1281 0.8531
  JPEG2k 0.8934 0.7531 0.5967 0.7337 0.8089 0.7219 0.7205 0.7780 0.8068 0.3819
  JPEG2kTE 0.8581 0.7067 0.7189 0.7277 0.6113 0.6529 0.6529 0.6594 0.1686 0.1754
  LBD 0.1301 0.6213 0.2471 0.2833 0.2157 0.2382 0.2290 0.3813 0.1995 0.9000
  LC 0.9386 0.8311 0.5346 0.5726 0.6682 0.4561 0.4460 0.6533 0.6516 0.7738
  MGN 0.9085 0.7863 0.3751 0.5548 0.4393 0.4969 0.4897 0.6209 0.7159 0.1254
  MN 0.8385 0.7388 0.0438 0.2650 0.2342 0.2506 0.2575 0.4243 0.2238 0.8769
  NEPN 0.6931 0.5326 0.1496 0.1821 0.2855 0.1308 0.1275 0.1256 0.0667 0.1985
  QN 0.8636 0.7428 0.8697 0.5383 0.4922 0.7242 0.7214 0.7361 0.7716 0.8662
  SCN 0.9152 0.7934 0.7811 0.7238 0.7043 0.7121 0.7064 0.7015 0.2181 0.9146
  SSR 0.9241 0.7774 0.6967 0.7101 0.8594 0.8115 0.8084 0.8457 0.7865 0.9023
  ALL 0.6869 0.5758 0.4439 0.5416 0.6006 0.4925 0.4900 0.6078 0.3971 0.7231
Average   0.8377 0.7807 0.5808 0.6234 0.6262 0.5741 0.5893 0.6563 0.6084 0.7767