Super Resolution results with ssim_luminance on Test Dataset Epoch: 1 Average Test PSNR: 20.616428334146384 Average Train PSNR: 5.588112144096813 Average Train NIMA: 3.3440483407230004 Average Test NIMA: 3.455620560841635Average Train Loss: 0.9973739307005327 Average Test Loss: 0.8433850353956223 Epoch: 11 Average Test PSNR: 20.628218462135184 Average Train PSNR: 5.588181407119283 Average Train NIMA: 3.5689564284121436 Average Test NIMA: 3.5512365816161036Average Train Loss: 0.9960522442073613 Average Test Loss: 0.7820277261734009 Epoch: 21 Average Test PSNR: 19.72991720424395 Average Train PSNR: 5.58588315813078 Average Train NIMA: 3.3153188010411605 Average Test NIMA: 3.3586250467132777Average Train Loss: 0.9949394326943618 Average Test Loss: 0.8069926875829697 Epoch: 31 Average Test PSNR: 18.23170277687223 Average Train PSNR: 5.585758756199315 Average Train NIMA: 3.292663841211534 Average Test NIMA: 3.275904392795637Average Train Loss: 0.9947271360145821 Average Test Loss: 0.8381941515207291 Epoch: 41 Average Test PSNR: 17.264614657590105 Average Train PSNR: 5.585068659376237 Average Train NIMA: 3.369782744200675 Average Test NIMA: 3.209547107098624Average Train Loss: 0.9947015518670553 Average Test Loss: 0.8612503856420517 Epoch: 51 Average Test PSNR: 16.363458708570807 Average Train PSNR: 5.586345365094258 Average Train NIMA: 3.453926011940444 Average Test NIMA: 3.2498626425117254Average Train Loss: 0.9952417291127719 Average Test Loss: 0.8743999010324478 Epoch: 61 Average Test PSNR: 15.267966335720244 Average Train PSNR: 5.586853546731283 Average Train NIMA: 3.508030053975245 Average Test NIMA: 3.2789125786535442Average Train Loss: 0.995041317992158 Average Test Loss: 0.8926284950971604 Epoch: 71 Average Test PSNR: 14.580136268258709 Average Train PSNR: 5.587190030442829 Average Train NIMA: 3.585282610064106 Average Test NIMA: 3.261725591663271Average Train Loss: 0.9952019715047145 Average Test Loss: 0.9022082012891769 Epoch: 81 Average Test PSNR: 13.982838243136287 Average Train PSNR: 5.5877115174907 Average Train NIMA: 3.642818765233752 Average Test NIMA: 3.2645562527142467Average Train Loss: 0.9952382713883787 Average Test Loss: 0.9090519624948502 Epoch: 91 Average Test PSNR: 13.245346127380785 Average Train PSNR: 5.587916488199104 Average Train NIMA: 3.7149593604032645 Average Test NIMA: 3.281750735333189Average Train Loss: 0.9954613663338043 Average Test Loss: 0.9183891725540161 Epoch: 101 Average Test PSNR: 13.023540146024846 Average Train PSNR: 5.587454473326732 Average Train NIMA: 3.5483287188255197 Average Test NIMA: 3.285776438638568Average Train Loss: 0.995224464070666 Average Test Loss: 0.9203741836547852 Epoch: 111 Average Test PSNR: 12.815245064657994 Average Train PSNR: 5.588006557210487 Average Train NIMA: 3.6932260538195516 Average Test NIMA: 3.293503544135019Average Train Loss: 0.9955387436426603 Average Test Loss: 0.923437152504921 Epoch: 121 Average Test PSNR: 12.571588911924666 Average Train PSNR: 5.5877665527922185 Average Train NIMA: 3.687924779306811 Average Test NIMA: 3.3206831786129625Average Train Loss: 0.9953135959394686 Average Test Loss: 0.9256031405925751 Epoch: 131 Average Test PSNR: 12.505609362551075 Average Train PSNR: 5.587765098677009 Average Train NIMA: 3.6896982421218367 Average Test NIMA: 3.3335811595525593Average Train Loss: 0.9953123114921234 Average Test Loss: 0.9249165344238282 Epoch: 141 Average Test PSNR: 12.374233392718557 Average Train PSNR: 5.587329342418818 Average Train NIMA: 3.564343846710092 Average Test NIMA: 3.346372453253716Average Train Loss: 0.995069533259004 Average Test Loss: 0.9265596455335617 Epoch: 151 Average Test PSNR: 12.136567582966581 Average Train PSNR: 5.587626820245067 Average Train NIMA: 3.6728315400266713 Average Test NIMA: 3.3558481623604894Average Train Loss: 0.9953303245397714 Average Test Loss: 0.9303737288713455 Epoch: 161 Average Test PSNR: 11.949551302374582 Average Train PSNR: 5.587600673103791 Average Train NIMA: 3.6960667448609574 Average Test NIMA: 3.3640919463708996Average Train Loss: 0.9953508174026405 Average Test Loss: 0.9323515641689301 Epoch: 171 Average Test PSNR: 12.083816597943853 Average Train PSNR: 5.587421768204341 Average Train NIMA: 3.7189228585153655 Average Test NIMA: 3.3709287859126924Average Train Loss: 0.995297249856886 Average Test Loss: 0.9303253418207169 Epoch: 181 Average Test PSNR: 12.07294760642594 Average Train PSNR: 5.587422439193748 Average Train NIMA: 3.640619232636559 Average Test NIMA: 3.376804938148707Average Train Loss: 0.9951657639754997 Average Test Loss: 0.9289056187868119 Epoch: 191 Average Test PSNR: 11.950708639026045 Average Train PSNR: 5.587605163036862 Average Train NIMA: 3.66928554898394 Average Test NIMA: 3.3862267080601303Average Train Loss: 0.995322347342313 Average Test Loss: 0.9309604072570801 Epoch: 201 Average Test PSNR: 11.959666539990684 Average Train PSNR: 5.587625781726351 Average Train NIMA: 3.7164563922272933 Average Test NIMA: 3.3914713952317834Average Train Loss: 0.9953321539438688 Average Test Loss: 0.9305551195144653 Epoch: 211 Average Test PSNR: 11.973689465689626 Average Train PSNR: 5.587393010489747 Average Train NIMA: 3.672442406006567 Average Test NIMA: 3.388223290704191Average Train Loss: 0.9951807908959441 Average Test Loss: 0.9303446125984192 Epoch: 221 Average Test PSNR: 11.920699840702648 Average Train PSNR: 5.587395002419178 Average Train NIMA: 3.701674253546766 Average Test NIMA: 3.391867975173518Average Train Loss: 0.99517921432034 Average Test Loss: 0.931105746626854 Epoch: 231 Average Test PSNR: 11.952526350046785 Average Train PSNR: 5.587263192719063 Average Train NIMA: 3.6721703495093427 Average Test NIMA: 3.388912272201851Average Train Loss: 0.9951007936027024 Average Test Loss: 0.9306966143846512 Epoch: 241 Average Test PSNR: 11.908071672507255 Average Train PSNR: 5.587154783181159 Average Train NIMA: 3.658976612162295 Average Test NIMA: 3.3875991163775323Average Train Loss: 0.9949981792942508 Average Test Loss: 0.9307698863744736 Epoch: 251 Average Test PSNR: 11.906915633990218 Average Train PSNR: 5.58732190226403 Average Train NIMA: 3.679291761418866 Average Test NIMA: 3.3938499567471445Average Train Loss: 0.9950974177528213 Average Test Loss: 0.9308764290809631 Epoch: 261 Average Test PSNR: 11.877527029156651 Average Train PSNR: 5.587262458005758 Average Train NIMA: 3.6315766209429436 Average Test NIMA: 3.39522575667128Average Train Loss: 0.995082254593189 Average Test Loss: 0.9313485485315323 Epoch: 271 Average Test PSNR: 11.89958976608235 Average Train PSNR: 5.587165147092771 Average Train NIMA: 3.6379923168569803 Average Test NIMA: 3.391802542516962Average Train Loss: 0.9950501879492959 Average Test Loss: 0.9310765993595124 Epoch: 281 Average Test PSNR: 11.86551412810714 Average Train PSNR: 5.587322401571057 Average Train NIMA: 3.652690122047296 Average Test NIMA: 3.385050668679178Average Train Loss: 0.9951090897832598 Average Test Loss: 0.9311864709854126 Epoch: 291 Average Test PSNR: 11.910538512493279 Average Train PSNR: 5.587360947520767 Average Train NIMA: 3.668054485407013 Average Test NIMA: 3.390241562463343Average Train Loss: 0.99512613933165 Average Test Loss: 0.9306901806592941 Epoch: 301 Average Test PSNR: 11.852681552833426 Average Train PSNR: 5.5872010341726135 Average Train NIMA: 3.640016514787471 Average Test NIMA: 3.390421178713441Average Train Loss: 0.995038492993994 Average Test Loss: 0.9315260994434357 Epoch: 311 Average Test PSNR: 11.847069407418026 Average Train PSNR: 5.5872372553190734 Average Train NIMA: 3.6204665537903105 Average Test NIMA: 3.3914827887061985Average Train Loss: 0.9950685003301599 Average Test Loss: 0.9314708459377289 Epoch: 321 Average Test PSNR: 11.847346367856511 Average Train PSNR: 5.587194617149661 Average Train NIMA: 3.646502381231595 Average Test NIMA: 3.3949395837262273Average Train Loss: 0.9950127798122365 Average Test Loss: 0.9314672112464905 Epoch: 331 Average Test PSNR: 11.855321578689647 Average Train PSNR: 5.587309901661566 Average Train NIMA: 3.6435805345261163 Average Test NIMA: 3.3871804490219803Average Train Loss: 0.9951151465321635 Average Test Loss: 0.9311851423978805 Epoch: 341 Average Test PSNR: 11.843514811694407 Average Train PSNR: 5.586952009579722 Average Train NIMA: 3.6228662301059606 Average Test NIMA: 3.39115473870188Average Train Loss: 0.9949319264390967 Average Test Loss: 0.9313208216428757 Epoch: 351 Average Test PSNR: 11.814374318536316 Average Train PSNR: 5.587267935893826 Average Train NIMA: 3.6410047331476934 Average Test NIMA: 3.3888458390533924Average Train Loss: 0.9951207919435187 Average Test Loss: 0.9318220573663711 Epoch: 361 Average Test PSNR: 11.833288007159144 Average Train PSNR: 5.587292426385913 Average Train NIMA: 3.631274607175818 Average Test NIMA: 3.391207581544295Average Train Loss: 0.9951250716880128 Average Test Loss: 0.9313138681650162 Epoch: 371 Average Test PSNR: 11.854695735335325 Average Train PSNR: 5.587049968865456 Average Train NIMA: 3.6477531537536407 Average Test NIMA: 3.3934518622700125Average Train Loss: 0.9949793887662364 Average Test Loss: 0.9309925502538681 Epoch: 381 Average Test PSNR: 11.81113292432615 Average Train PSNR: 5.587172465074912 Average Train NIMA: 3.646140460109154 Average Test NIMA: 3.3878697306662797Average Train Loss: 0.9950764316778916 Average Test Loss: 0.9317667347192764 Epoch: 391 Average Test PSNR: 11.821173906881038 Average Train PSNR: 5.5871064467544596 Average Train NIMA: 3.632249341192809 Average Test NIMA: 3.3951371163409205Average Train Loss: 0.9950863267039205 Average Test Loss: 0.9317932081222534 Epoch: 401 Average Test PSNR: 11.825420133544469 Average Train PSNR: 5.587111897027425 Average Train NIMA: 3.6208891123123874 Average Test NIMA: 3.394160046642646Average Train Loss: 0.9950548495565142 Average Test Loss: 0.9317402911186218 Epoch: 411 Average Test PSNR: 11.819621708451018 Average Train PSNR: 5.5870177451000975 Average Train NIMA: 3.6228940575741806 Average Test NIMA: 3.392110758116469Average Train Loss: 0.9949828602455475 Average Test Loss: 0.9315769004821778 Epoch: 421 Average Test PSNR: 11.799015555452113 Average Train PSNR: 5.586978588946548 Average Train NIMA: 3.620529536986826 Average Test NIMA: 3.3907079345081Average Train Loss: 0.9949483524312029 Average Test Loss: 0.9318292278051377 Epoch: 431 Average Test PSNR: 11.812813212853168 Average Train PSNR: 5.586885236610469 Average Train NIMA: 3.592939014843368 Average Test NIMA: 3.393407569099218Average Train Loss: 0.994897893496922 Average Test Loss: 0.9318200808763504 Epoch: 441 Average Test PSNR: 11.812463225445438 Average Train PSNR: 5.586845317293695 Average Train NIMA: 3.5922424069575065 Average Test NIMA: 3.3941673225909472Average Train Loss: 0.9948492495568244 Average Test Loss: 0.9314095574617386 Epoch: 451 Average Test PSNR: 11.814704180467494 Average Train PSNR: 5.586793025118538 Average Train NIMA: 3.5848795164908682 Average Test NIMA: 3.391305460482836Average Train Loss: 0.9948434764212304 Average Test Loss: 0.9314221131801605 Epoch: 461 Average Test PSNR: 11.788348971159579 Average Train PSNR: 5.58677927889346 Average Train NIMA: 3.5784653393899672 Average Test NIMA: 3.3921750525943937Average Train Loss: 0.9948425423967969 Average Test Loss: 0.931985531449318 Epoch: 471 Average Test PSNR: 11.828733715153412 Average Train PSNR: 5.586880987411935 Average Train NIMA: 3.6014946270529387 Average Test NIMA: 3.393559574401006Average Train Loss: 0.9949296319877708 Average Test Loss: 0.9316909885406495 Epoch: 481 Average Test PSNR: 11.829037048842611 Average Train PSNR: 5.58691071367472 Average Train NIMA: 3.5895958045947847 Average Test NIMA: 3.3927095644176006Average Train Loss: 0.9949116667548379 Average Test Loss: 0.9314407223463058 Epoch: 491 Average Test PSNR: 11.826416149267303 Average Train PSNR: 5.587039507777403 Average Train NIMA: 3.622560739967522 Average Test NIMA: 3.3941044587269427Average Train Loss: 0.9950048320896023 Average Test Loss: 0.931471039056778