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Lv.4 Dynamic encoder (Proposed, TopK, Random) performance 본문

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Lv.4 Dynamic encoder (Proposed, TopK, Random) performance

Happy PinGu 2024. 8. 26. 11:07

Proposed

DIM:256 SNR(40dB) : (Avg):25.442 (Ori.):25.945 (MR=33%):25.107 (MR=65%):24.548 (MR=75%):23.362 DIM:256 SNR(30dB) : (Avg):24.807 (Ori.):25.630 (MR=33%):24.855 (MR=65%):24.330 (MR=75%):23.221 DIM:256 SNR(20dB) : (Avg):23.393 (Ori.):24.138 (MR=33%):23.646 (MR=65%):23.257 (MR=75%):22.419 DIM:256 SNR(10dB) : (Avg):21.857 (Ori.):21.506 (MR=33%):21.461 (MR=65%):21.058 (MR=75%):20.533 DIM:256 SNR(0dB) : (Avg):17.910 (Ori.):17.799 (MR=33%):18.165 (MR=65%):17.790 (MR=75%):17.560

DIM:512 SNR(40dB) : (Avg):26.697 (Ori.):28.866 (MR=33%):27.473 (MR=65%):25.509 (MR=75%):23.894 DIM:512 SNR(30dB) : (Avg):26.659 (Ori.):28.233 (MR=33%):27.001 (MR=65%):25.141 (MR=75%):23.696 DIM:512 SNR(20dB) : (Avg):24.916 (Ori.):25.812 (MR=33%):25.179 (MR=65%):23.906 (MR=75%):22.952 DIM:512 SNR(10dB) : (Avg):22.816 (Ori.):23.185 (MR=33%):22.885 (MR=65%):21.745 (MR=75%):21.731 DIM:512 SNR(0dB) : (Avg):18.625 (Ori.):18.894 (MR=33%):19.197 (MR=65%):17.84 (MR=75%):18.413

DIM:1024 SNR(40dB) : (Avg):27.3455 (Ori.):29.898 (MR=33%):28.568 (MR=65%):26.91 (MR=75%):23.997 DIM:1024 SNR(30dB) : (Avg):27.063 (Ori.):29.447 (MR=33%):28.175 (MR=65%):26.738 (MR=75%):23.875 DIM:1024 SNR(20dB) : (Avg):25.55225 (Ori.):27.112 (MR=33%):26.275 (MR=65%):25.482 (MR=75%):23.325 DIM:1024 SNR(10dB) : (Avg):23.12975 (Ori.):23.775 (MR=33%):23.423 (MR=65%):23.243 (MR=75%):22.062 DIM:1024 SNR(0dB) : (Avg):19.83725 (Ori.):20.031 (MR=33%):20.196 (MR=65%):19.799 (MR=75%):19.313

 

Random

DIM:256 SNR(40dB) : (Avg):22.7975 (Ori.):25.794 (MR=33%):23.332 (MR=65%):21.767 (MR=75%):20.29 DIM:256 SNR(30dB) : (Avg):22.6137 (Ori.):25.402 (MR=33%):23.153 (MR=65%):21.662 (MR=75%):20.224 DIM:256 SNR(20dB) : (Avg):21.7949 (Ori.):24.021 (MR=33%):22.272 (MR=65%):21.052 (MR=75%):19.825 DIM:256 SNR(10dB) : (Avg):20.10725 (Ori.):21.446 (MR=33%):20.444 (MR=65%):19.68 (MR=75%):18.839 DIM:256 SNR(0dB) : (Avg):17.2167 (Ori.):17.741 (MR=33%):17.223 (MR=65%):17.007 (MR=75%):16.634

DIM:512 SNR(40dB) : (Avg):24.064 (Ori.):28.199 (MR=33%):25.077 (MR=65%):22.544 (MR=75%):20.43 DIM:512 SNR(30dB) : (Avg):23.87025 (Ori.):27.794 (MR=33%):24.853 (MR=65%):22.459 (MR=75%):20.364 DIM:512 SNR(20dB) : (Avg):22.74525 (Ori.):25.53 (MR=33%):23.567 (MR=65%):21.813 (MR=75%):20.07 DIM:512 SNR(10dB) : (Avg):21.13875 (Ori.):22.885 (MR=33%):21.586 (MR=65%):20.649 (MR=75%):19.427 DIM:512 SNR(0dB) : (Avg):18.07825 (Ori.):18.807 (MR=33%):18.212 (MR=65%):17.858 (MR=75%):17.296

DIM:1024 SNR(40dB) : (Avg):24.54275 (Ori.):29.125 (MR=33%):25.803 (MR=65%):22.755 (MR=75%):20.475 DIM:1024 SNR(30dB) : (Avg):24.33625 (Ori.):28.672 (MR=33%):25.552 (MR=65%):22.674 (MR=75%):20.437 DIM:1024 SNR(20dB) : (Avg):23.34825 (Ori.):26.582 (MR=33%):24.434 (MR=65%):22.139 (MR=75%):20.219 DIM:1024 SNR(10dB) : (Avg):21.7025 (Ori.):23.753 (MR=33%):22.288 (MR=65%):21.098 (MR=75%):19.651 DIM:1024 SNR(0dB) : (Avg):18.99175 (Ori.):19.995 (MR=33%):19.231 (MR=65%):18.715 (MR=75%):17.981

 

Top-K

DIM:256 SNR(40dB) : (Avg):23.26675 (Ori.):25.753 (MR=33%):24.357 (MR=65%):22.509 (MR=75%):20.441 DIM:256 SNR(30dB) : (Avg):23.11325 (Ori.):25.452 (MR=33%):24.24 (MR=65%):22.426 (MR=75%):20.325 DIM:256 SNR(20dB) : (Avg):22.2069 (Ori.):24.001 (MR=33%):23.207 (MR=65%):21.746 (MR=75%):19.865 DIM:256 SNR(10dB) : (Avg):20.533 (Ori.):21.536 (MR=33%):21.193 (MR=65%):20.372 (MR=75%):19.015 DIM:256 SNR(0dB) : (Avg):17.5430 (Ori.):17.778 (MR=33%):17.814 (MR=65%):17.562 (MR=75%):16.828

DIM:512 SNR(40dB) : (Avg):24.69724 (Ori.):28.31 (MR=33%):26.519 (MR=65%):23.384 (MR=75%):20.571 DIM:512 SNR(30dB) : (Avg):24.3465 (Ori.):27.547 (MR=33%):26.093 (MR=65%):23.203 (MR=75%):20.542 DIM:512 SNR(20dB) : (Avg):23.303 (Ori.):25.603 (MR=33%):24.762 (MR=65%):22.57 (MR=75%):20.266 DIM:512 SNR(10dB) : (Avg):21.506 (Ori.):22.906 (MR=33%):22.389 (MR=65%):21.244 (MR=75%):19.468 DIM:512 SNR(0dB) : (Avg):18.47825 (Ori.):18.871 (MR=33%):18.906 (MR=65%):18.491 (MR=75%):17.529

DIM:1024 SNR(40dB) : (Avg):25.04675 (Ori.):28.837 (MR=33%):27.139 (MR=65%):23.571 (MR=75%):20.634 DIM:1024 SNR(30dB) : (Avg):24.793 (Ori.):28.383 (MR=33%):26.804 (MR=65%):23.435 (MR=75%):20.555 DIM:1024 SNR(20dB) : (Avg):23.769 (Ori.):26.452 (MR=33%):25.447 (MR=65%):22.851 (MR=75%):20.316 DIM:1024 SNR(10dB) : (Avg):22.27725 (Ori.):24.027 (MR=33%):23.374 (MR=65%):21.872 (MR=75%):19.82 DIM:1024 SNR(0dB) : (Avg):19.4709 (Ori.):20.131 (MR=33%):20.011 (MR=65%):19.413 (MR=75%):18.267

 

DeepJSCC

DIM=256  :  [ 26.248, 25.997 , 24.505, 21.318, 17.638 ]

DIM=512   : [ 30.021, 29.227, 26.817, 22.801, 18.781 ]

DIM=1024 : [ 33.79 , 30.97 , 28.337 , 23.363, 19.958 ]

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