Laser & Optoelectronics Progress, Volume. 55, Issue 6, 061005(2018)
Stereoscopic Image Quality Assessment Based on Wavelet Transform and Structure Characteristics
Figures & Tables(9)
Fig. 5. Feature distributions of 5 distortion types on an image. (a) Phase amplitude distribution; (b) gradient distribution
Table 1. Performance comparison of algorithms
View tableTable 1. Performance comparison of algorithms
Algorithm LIVE3 DIQD Phase 1 LIVE3 DIQD Phase 2 SROCC PLCC RMSE SROCC PLCC RMSE FSIM 0.9135 0.9270 6.0104 0.7874 0.7977 6.4984 MS-SSIM 0.9233 0.9252 6.2245 0.7707 0.7758 7.1221 VIF 0.9087 0.9117 6.7368 0.7167 0.7865 6.9708 Ref. [24] 0.8559 0.8645 8.2424 0.6375 0.6584 8.4956 Ref. [21] 0.9251 0.9350 5.8155 0.8494 0.8628 5.7058 Ref. [11] 0.9347 0.9388 5.6470 0.8935 0.9113 4.6480 Ref. [22] 0.8920 0.8870 6.9950 0.8250 0.8180 6.5000 Ref. [23] 0.3830 0.6260 14.8270 0.5430 0.5680 9.2940 Proposed 0.9336 0.9440 5.3718 0.9074 0.9215 4.3821
Table 2. Single distortion performance comparison on LIVE3 DIQD Phase 1
View tableTable 2. Single distortion performance comparison on LIVE3 DIQD Phase 1
Distortion Criteria FSIM MS-SSIM VIF Ref. [24] Ref. [21] Ref. [11] Ref. [22] Ref. [23] Proposed JP2K PLCC 0.9188 0.9188 0.9373 0.8381 0.9213 0.9520 0.8480 0.9050 0.9716 SROCC 0.9038 0.8917 0.9015 0.8388 0.8945 0.9127 0.8370 0.8660 0.9279 RMSE 4.5051 6.8141 6.0168 7.0658 - 3.9631 - - 3.0330 JPEG PLCC 0.6234 0.6859 6.0168 0.2866 0.5200 0.7546 0.6260 0.7290 0.8712 SROCC 0.5772 0.6123 0.5807 0.0931 0.4951 0.7164 0.6380 0.6750 0.8117 RMSE 4.8394 6.3445 6.4097 6.2650 - 4.2912 - - 3.0953 WN PLCC 0.9283 6.3445 0.9203 0.9280 0.9448 0.9266 0.9250 0.9040 0.9617 SROCC 0.9345 0.9320 0.9221 0.9284 0.9405 0.9289 0.9310 0.9140 0.9314 RMSE 5.6401 8.0413 8.6781 6.1964 - 6.2569 - - 4.3513 G blur PLCC 0.9370 0.9435 0.9568 0.9475 0.9592 0.9583 0.8990 0.6170 0.9573 SROCC 0.9223 0.9261 0.9341 0.9345 0.9403 0.9332 0.8330 0.5550 0.8667 RMSE 4.8019 6.3973 5.4161 4.6291 - 4.1371 - - 4.0158 FF PLCC 0.7839 0.8018 0.8600 0.7086 0.8594 0.8620 0.7070 0.5030 0.8431 SROCC 0.7298 0.7231 0.8042 0.4709 0.7963 0.8286 0.6490 0.6400 0.7265 RMSE 7.1759 9.8997 8.4537 8.7671 - 6.2993 - - 6.3050
Table 3. Comparison of computation time
View tableTable 3. Comparison of computation time
Algorithm FSIM[ 9 ]MS-SSIM[ 19 ]VIF[ 20 ]Ref. [24] Proposed Time cost /s 1.7771 0.9426 1.6726 0.7503 19.1035
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Chunping Hou, Honghu Lin. Stereoscopic Image Quality Assessment Based on Wavelet Transform and Structure Characteristics[J]. Laser & Optoelectronics Progress, 2018, 55(6): 061005
Paper Information
Category: Image Processing
Received: Nov. 2, 2017
Accepted: --
Published Online: Sep. 11, 2018
The Author Email: Honghu Lin ( linhonghu@tju.edu.cn)
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