diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..bafb211d30f0940c25655076c7a7a2b06f2c9fe3 Binary files /dev/null and b/.DS_Store differ diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..b1187d343fc912c2af08023178a7afd83e1426d9 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +MBRS/MBRS_Diffusion_128_m30/images/epoch-test.png filter=lfs diff=lfs merge=lfs -text +MuST/models.pyt filter=lfs diff=lfs merge=lfs -text diff --git a/CIN/pth/cinNet&nsmNet.pth b/CIN/pth/cinNet&nsmNet.pth new file mode 100644 index 0000000000000000000000000000000000000000..1af8d3d5e977a2d2e7e95612e7194e7e9152ee9e --- /dev/null +++ b/CIN/pth/cinNet&nsmNet.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8145609c6605611a372fbf840cf7999d066df85173830dde97ef7cb05ee4505f +size 137922060 diff --git a/EditGuard/clean.pth b/EditGuard/clean.pth new file mode 100644 index 0000000000000000000000000000000000000000..4930ce0f4c8a8fa987f3e99d101c2988b0aa35cc --- /dev/null +++ b/EditGuard/clean.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b967b91b94a464ab73f82db63a57ee818e6fc5d99d7ae6aa094a1777cac977d5 +size 37760088 diff --git a/EditGuard/degrade.pth b/EditGuard/degrade.pth new file mode 100644 index 0000000000000000000000000000000000000000..d598aa87063b1e7389ba509946f66b12a5435c57 --- /dev/null +++ b/EditGuard/degrade.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:771d0418aae3926c953782a61c064fa6b49b52dba839ed1b7fd3583ffb467983 +size 37760088 diff --git a/MBRS/MBRS_256_m256/best.txt b/MBRS/MBRS_256_m256/best.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d7dcbd16ee0be3f6ca3e4f9d6d95514fe35fe78 --- /dev/null +++ b/MBRS/MBRS_256_m256/best.txt @@ -0,0 +1 @@ +epoch 42 \ No newline at end of file diff --git a/MBRS/MBRS_256_m256/models/.gitignore b/MBRS/MBRS_256_m256/models/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..8590cd885a185577e0576b7f93792bb2c7930e79 --- /dev/null +++ b/MBRS/MBRS_256_m256/models/.gitignore @@ -0,0 +1,3 @@ +# ignore all except .gitignore file +* +!.gitignore \ No newline at end of file diff --git a/MBRS/MBRS_256_m256/models/D_42.pth b/MBRS/MBRS_256_m256/models/D_42.pth new file mode 100644 index 0000000000000000000000000000000000000000..b2c2d92694679544b328e0f68d1e80971dc734a2 --- /dev/null +++ b/MBRS/MBRS_256_m256/models/D_42.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d89198cd002cb86064fb10eb26b0416ccb6ab90cf1a26f46d61bbd66d3945432 +size 465545 diff --git a/MBRS/MBRS_256_m256/models/EC_42.pth b/MBRS/MBRS_256_m256/models/EC_42.pth new file mode 100644 index 0000000000000000000000000000000000000000..f7521ed166281d67669923c829702be969c2519b --- /dev/null +++ b/MBRS/MBRS_256_m256/models/EC_42.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6b49e01b85fbef7356a93fa3914a396e10f53e9dca2a745eaef578173ef999c5 +size 83507145 diff --git a/MBRS/MBRS_256_m256/models/MBRS_256_256-20250513T065931Z-1-001.zip b/MBRS/MBRS_256_m256/models/MBRS_256_256-20250513T065931Z-1-001.zip new file mode 100644 index 0000000000000000000000000000000000000000..c7316ee2d87f7258eed605c085c0b506e6a42809 --- /dev/null +++ b/MBRS/MBRS_256_m256/models/MBRS_256_256-20250513T065931Z-1-001.zip @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0f1a4be21b3e14aef74aab03f8b10be7df16289daf00f53421f9f1a8cbb7abbf +size 77999388 diff --git a/MBRS/MBRS_256_m256/test_JpegTest(50)_s1_params.json b/MBRS/MBRS_256_m256/test_JpegTest(50)_s1_params.json new file mode 100644 index 0000000000000000000000000000000000000000..b810320a52fa84c5e878334e3951097c7af51aad --- /dev/null +++ b/MBRS/MBRS_256_m256/test_JpegTest(50)_s1_params.json @@ -0,0 +1,14 @@ +{ + "result_folder": "MBRS_256_m256/", + "model_epoch": 42, + "with_diffusion": false, + "strength_factor": 1, + "dataset_path": "./test_dataset/", + "H": 256, + "W": 256, + "message_length": 256, + "save_images_number": 4, + "noise_layers": [ + "JpegTest(50)" + ] +} \ No newline at end of file diff --git a/MBRS/MBRS_256_m256/train_log.txt b/MBRS/MBRS_256_m256/train_log.txt new file mode 100644 index 0000000000000000000000000000000000000000..6558f90bd4cf7b2a6e6f353d47ecdf838543e121 --- /dev/null +++ b/MBRS/MBRS_256_m256/train_log.txt @@ -0,0 +1,203 @@ +-----------------------Date: 2021/02/15 21:41:17----------------------- +Epoch 0 : 335 +error_rate=0.004913680854885058,psnr=22.063806433591544,ssim=0.48310398429093887,g_loss=0.08865011970807717,g_decoded_loss=2.6468296588348053,g_loss_on_encoder=0.03641826682379974,g_loss_on_decoder=0.005196716974793141,d_cover_loss=0.16490775934299715,d_encoded_loss=0.15246202462400218, +Epoch 1 : 327 +error_rate=0.0002357219827586207,psnr=28.124537356772837,ssim=0.750600278377533,g_loss=0.010907044982895474,g_decoded_loss=3.9488412067416463,g_loss_on_encoder=0.006673727102336062,g_loss_on_decoder=0.0003838433776151546,d_cover_loss=0.0748331155979697,d_encoded_loss=0.06320395502254171, +Epoch 2 : 327 +error_rate=0.0004975016676929393,psnr=31.21510323084438,ssim=0.837117319917444,g_loss=0.008807612482874313,g_decoded_loss=3.6764892382770533,g_loss_on_encoder=0.0031958394504208822,g_loss_on_decoder=0.0005244124120162312,d_cover_loss=0.11848310222742202,d_encoded_loss=0.09488176892791401, +Epoch 3 : 327 +error_rate=0.0009056053725369458,psnr=33.20652024655898,ssim=0.8813021460973179,g_loss=0.010594341411501512,g_decoded_loss=3.6821419321648983,g_loss_on_encoder=0.0020319625546227475,g_loss_on_decoder=0.0008194164691390359,d_cover_loss=0.1027998677760742,d_encoded_loss=0.08290787457415072, +Epoch 4 : 328 +error_rate=0.0008901043804734538,psnr=35.00056084192837,ssim=0.9064715785541754,g_loss=0.00981127826400615,g_decoded_loss=3.2590866159335734,g_loss_on_encoder=0.0013274450591239278,g_loss_on_decoder=0.0008157924578378364,d_cover_loss=0.15544872405867693,d_encoded_loss=0.12652290498452454, +Epoch 5 : 327 +error_rate=0.0008847592107963876,psnr=35.701975943028245,ssim=0.9196090660071725,g_loss=0.009512446863937676,g_decoded_loss=3.412028193963181,g_loss_on_encoder=0.0013657294221226988,g_loss_on_decoder=0.0007805514630829513,d_cover_loss=0.13167541503695213,d_encoded_loss=0.10852158633985959, +Epoch 6 : 328 +error_rate=0.001243954613095238,psnr=37.23368361900593,ssim=0.9339614700409775,g_loss=0.011242565576006981,g_decoded_loss=2.916366371223688,g_loss_on_encoder=0.0007923121379813782,g_loss_on_decoder=0.0010158616788924987,d_cover_loss=0.18584451291515922,d_encoded_loss=0.16896444467570762, +Epoch 7 : 328 +error_rate=0.0011088554495073892,psnr=37.694127181480674,ssim=0.9419508598903913,g_loss=0.01017454074740055,g_decoded_loss=2.9493883020184897,g_loss_on_encoder=0.0007186919248227813,g_loss_on_decoder=0.0009160909982990289,d_cover_loss=0.16285391585184153,d_encoded_loss=0.1503435552352657, +Epoch 8 : 327 +error_rate=0.000744047619047619,psnr=37.64286816413767,ssim=0.9396597914312078,g_loss=0.00742399034167568,g_decoded_loss=3.299775324823038,g_loss_on_encoder=0.0008398805783082057,g_loss_on_decoder=0.0006254132232259565,d_cover_loss=0.115247858267305,d_encoded_loss=0.10481989218613319, +Epoch 9 : 329 +error_rate=0.0007733124230295567,psnr=37.73400119098732,ssim=0.9387076575376326,g_loss=0.00773280184272117,g_decoded_loss=3.483435994298587,g_loss_on_encoder=0.0007422618286558756,g_loss_on_decoder=0.0006642196433370422,d_cover_loss=0.12934298320068963,d_encoded_loss=0.1198626984452159, +Epoch 10 : 329 +error_rate=0.0006966092381636563,psnr=38.14006958571561,ssim=0.9390555294276458,g_loss=0.006986081170561235,g_decoded_loss=3.4765034707504734,g_loss_on_encoder=0.0007387705757825563,g_loss_on_decoder=0.0005899660279480258,d_cover_loss=0.12196360483594706,d_encoded_loss=0.12279890717254961, +Epoch 11 : 327 +error_rate=0.00046035273843732894,psnr=38.56828911316219,ssim=0.9366341529808608,g_loss=0.00490572562677119,g_decoded_loss=3.2223822373670505,g_loss_on_encoder=0.0005755238750645942,g_loss_on_decoder=0.00040079635202379106,d_cover_loss=0.17483878988686227,d_encoded_loss=0.1705275617462655, +Epoch 12 : 328 +error_rate=0.00047906083230706074,psnr=38.202321608469795,ssim=0.9318104948120556,g_loss=0.005117860195274375,g_decoded_loss=3.274175577563018,g_loss_on_encoder=0.0006398660847068457,g_loss_on_decoder=0.0004150576583963532,d_cover_loss=0.15439447870861114,d_encoded_loss=0.1494243079953183, +Epoch 13 : 329 +error_rate=0.00041050903119868636,psnr=37.178260818882336,ssim=0.9209704321789233,g_loss=0.0050471439286271244,g_decoded_loss=3.501247515623597,g_loss_on_encoder=0.0011327322666137211,g_loss_on_decoder=0.0003564286915484079,d_cover_loss=0.1576788819241888,d_encoded_loss=0.15462874921725195, +Epoch 14 : 327 +error_rate=0.00046275806479200874,psnr=37.6309507084989,ssim=0.9248974671700514,g_loss=0.005200206694458512,g_decoded_loss=4.692151542563352,g_loss_on_encoder=0.0008056593949146483,g_loss_on_decoder=0.00039253321658884525,d_cover_loss=0.08099489090955476,d_encoded_loss=0.07599901836698554, +Epoch 15 : 329 +error_rate=0.0005051185344827587,psnr=38.89090319729008,ssim=0.9399874202527828,g_loss=0.0051575467298809,g_decoded_loss=2.9844997073041983,g_loss_on_encoder=0.0005393413990167886,g_loss_on_decoder=0.00043197553447255223,d_cover_loss=0.21758518219265585,d_encoded_loss=0.21524432780143113, +Epoch 16 : 328 +error_rate=0.0005844943041871921,psnr=38.51588050955035,ssim=0.9340041894435099,g_loss=0.005712146253351043,g_decoded_loss=3.323688103060417,g_loss_on_encoder=0.000620074453429137,g_loss_on_decoder=0.0004759702970280089,d_cover_loss=0.17225756514972315,d_encoded_loss=0.16607320456049132, +Epoch 17 : 329 +error_rate=0.0005640490301724138,psnr=38.68917006381431,ssim=0.9390000692142054,g_loss=0.005399831883610824,g_decoded_loss=3.2261708150747768,g_loss_on_encoder=0.00066440292426281,g_loss_on_decoder=0.0004412811876131175,d_cover_loss=0.189206398527573,d_encoded_loss=0.18285184926691744, +Epoch 18 : 330 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+error_rate=0.0007443148775314723,psnr=39.50621558879984,ssim=0.945288457502481,g_loss=0.0067146322740607375,g_decoded_loss=2.992494231080774,g_loss_on_encoder=0.0004709239680475245,g_loss_on_decoder=0.0005944458901830344,d_cover_loss=0.21275876128506252,d_encoded_loss=0.20239374081165284, +Epoch 22 : 327 +error_rate=0.0010089007765462506,psnr=39.00277576540491,ssim=0.9355423277234797,g_loss=0.008641884078127172,g_decoded_loss=3.413770074131845,g_loss_on_encoder=0.0006037407269095773,g_loss_on_decoder=0.0007696766333134883,d_cover_loss=0.16366229947090183,d_encoded_loss=0.15806074008672102, +Epoch 23 : 328 +error_rate=0.0009700146671455938,psnr=39.243538053164926,ssim=0.9484943058494668,g_loss=0.008421300328336656,g_decoded_loss=2.947794639124659,g_loss_on_encoder=0.0006153044763574765,g_loss_on_decoder=0.000751121635774367,d_cover_loss=0.21546172394597107,d_encoded_loss=0.20531555076075444, +Epoch 24 : 328 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+error_rate=0.003720238095238095,psnr=40.493384187444676,ssim=0.9780735179708508,g_loss=0.025216472297692777,g_decoded_loss=1.8405828350674733,g_loss_on_encoder=0.00037979846796340483,g_loss_on_decoder=0.0024652615458864665,d_cover_loss=0.4009953631158484,d_encoded_loss=0.3992095234542351, +Epoch 97 : 320 +error_rate=0.0037131557454159825,psnr=40.3408952409215,ssim=0.9768434661166813,g_loss=0.02505332303005202,g_decoded_loss=1.7226133950433904,g_loss_on_encoder=0.00040073059424712077,g_loss_on_decoder=0.002448033114619506,d_cover_loss=0.4306823934377928,d_encoded_loss=0.4260239008483775, +Epoch 98 : 321 +error_rate=0.0047399628403804045,psnr=41.07672047732499,ssim=0.9815305666187518,g_loss=0.0317429771096035,g_decoded_loss=1.5435593647909869,g_loss_on_encoder=0.00032091933045091264,g_loss_on_decoder=0.003126770183720351,d_cover_loss=0.45831618143003955,d_encoded_loss=0.4414286987644992, +Epoch 99 : 322 +error_rate=0.004787000333538588,psnr=40.50764996508268,ssim=0.9778653416531818,g_loss=0.031318427735636825,g_decoded_loss=1.7770794116706878,g_loss_on_encoder=0.00037661471263825136,g_loss_on_decoder=0.0030764105005955155,d_cover_loss=0.40082106049431027,d_encoded_loss=0.3881479899119127, +Epoch 100 : 322 +error_rate=0.0032042955921592776,psnr=40.164064823896034,ssim=0.9760056976810073,g_loss=0.021452939939199243,g_decoded_loss=1.8533346192002884,g_loss_on_encoder=0.00040569889234636614,g_loss_on_decoder=0.0020861907608624966,d_cover_loss=0.3857355665611271,d_encoded_loss=0.3741123918046309, diff --git a/MBRS/MBRS_256_m256/val_log.txt b/MBRS/MBRS_256_m256/val_log.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7854c0b52610bacbccadadec0fc1e49f72b74dd --- /dev/null +++ b/MBRS/MBRS_256_m256/val_log.txt @@ -0,0 +1,203 @@ +-----------------------Date: 2021/02/15 21:41:17----------------------- +Epoch 0 : 129 +error_rate=0.00017694230964983713,psnr=29.712302388119774,ssim=0.7184091113289327,g_loss=0.007580526622091132,g_decoded_loss=0.5720789869367494,g_loss_on_encoder=0.00432099663980111,g_loss_on_decoder=0.0003202322098625223,d_cover_loss=0.5491227348386659,d_encoded_loss=1.0692632180860067, +Epoch 1 : 129 +error_rate=0.00016421836828175895,psnr=32.7249531481864,ssim=0.8331688646384869,g_loss=0.004084456435189331,g_decoded_loss=0.34426663735887514,g_loss_on_encoder=0.0021570424709684466,g_loss_on_decoder=0.000189298730163601,d_cover_loss=0.6919474613394722,d_encoded_loss=1.4648556612213581, +Epoch 2 : 130 +error_rate=0.0009688372498836668,psnr=35.1580305876095,ssim=0.8882054555493768,g_loss=0.009840510330536078,g_decoded_loss=1.9510505094590327,g_loss_on_encoder=0.0012300246433470192,g_loss_on_decoder=0.0008415380638894392,d_cover_loss=3.1442715469323073,d_encoded_loss=0.2080767763481272, +Epoch 3 : 129 +error_rate=0.0002553876803164263,psnr=35.882265973168785,ssim=0.9098092000142759,g_loss=0.003432394936870395,g_decoded_loss=0.4579759052793832,g_loss_on_encoder=0.0010399555436491736,g_loss_on_decoder=0.00023466418075697296,d_cover_loss=0.665426046432812,d_encoded_loss=1.1859248853273423, +Epoch 4 : 129 +error_rate=0.002292127152163797,psnr=37.64560454054842,ssim=0.9288262564701055,g_loss=0.018679645163513697,g_decoded_loss=2.0319261442178234,g_loss_on_encoder=0.0006937914517429788,g_loss_on_decoder=0.001778266109202863,d_cover_loss=2.364287682775566,d_encoded_loss=0.17133968820983503, +Epoch 5 : 130 +error_rate=0.001253535437994416,psnr=36.21359038585948,ssim=0.933956764225851,g_loss=0.011930744937834928,g_decoded_loss=1.3837468930875052,g_loss_on_encoder=0.0009697323022463362,g_loss_on_decoder=0.0010822637918434055,d_cover_loss=1.8383736963769124,d_encoded_loss=0.40366941945269363, +Epoch 6 : 129 +error_rate=0.0007256622811482085,psnr=36.715782451318994,ssim=0.9344750775770566,g_loss=0.006650725887149439,g_decoded_loss=1.3887883018981362,g_loss_on_encoder=0.0008571802359567318,g_loss_on_decoder=0.000565466681278547,d_cover_loss=0.9456248364930044,d_encoded_loss=0.41622152254713474, +Epoch 7 : 130 +error_rate=5.4076750814332244e-05,psnr=36.30104707351337,ssim=0.9353816789796375,g_loss=0.003042366059310431,g_decoded_loss=2.626214052838689,g_loss_on_encoder=0.0009425392566652246,g_loss_on_decoder=0.00018372054116330973,d_cover_loss=2.072917448192932,d_encoded_loss=0.12029007241032799, +Epoch 8 : 129 +error_rate=0.0005979684409899953,psnr=38.51105542136326,ssim=0.9465002772862438,g_loss=0.005363209745585039,g_decoded_loss=2.10004522241288,g_loss_on_encoder=0.0005682144476728762,g_loss_on_decoder=0.0004584990764601645,d_cover_loss=1.4508943538324064,d_encoded_loss=0.15863445211893573, +Epoch 9 : 129 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+error_rate=0.0001610373829397394,psnr=39.02411082513169,ssim=0.9365270826055483,g_loss=0.002072570905019605,g_decoded_loss=1.6199331568972684,g_loss_on_encoder=0.0005039887981343686,g_loss_on_decoder=0.00014065887958301192,d_cover_loss=0.8555471221476502,d_encoded_loss=0.31823529147752333, +Epoch 16 : 129 +error_rate=0.0016188943258492322,psnr=39.89713340162842,ssim=0.9557271392997779,g_loss=0.014015219728435854,g_decoded_loss=2.076077801202718,g_loss_on_encoder=0.00041376907962976565,g_loss_on_decoder=0.0013393842857130534,d_cover_loss=1.1994758786130029,d_encoded_loss=0.16100465330365038, +Epoch 17 : 129 +error_rate=0.00011673080139018147,psnr=38.75825611077225,ssim=0.9329663053980091,g_loss=0.002076275592365724,g_decoded_loss=3.6365384313881592,g_loss_on_encoder=0.0005375993600079535,g_loss_on_decoder=0.0001175022393657061,d_cover_loss=2.152664226118827,d_encoded_loss=0.035314557542994084, +Epoch 18 : 130 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+error_rate=0.002993307206840391,psnr=36.511231375827855,ssim=0.9479077714662211,g_loss=0.02497410448135335,g_decoded_loss=3.149526122338609,g_loss_on_encoder=0.0010277003055822911,g_loss_on_decoder=0.0023631451588769937,d_cover_loss=2.366584647750233,d_encoded_loss=0.07862332007310775, +Epoch 22 : 129 +error_rate=0.002110186151262215,psnr=41.626423472301965,ssim=0.9648697550987965,g_loss=0.017000273657194413,g_decoded_loss=0.4895245036298367,g_loss_on_encoder=0.0002823900104331987,g_loss_on_decoder=0.0016668931182422066,d_cover_loss=0.27694740915725596,d_encoded_loss=1.0889569615114008, +Epoch 23 : 128 +error_rate=0.004320914160656119,psnr=17.35746617115282,ssim=0.8872282859362686,g_loss=0.11565313243734915,g_decoded_loss=5.255403869703461,g_loss_on_encoder=0.08403925576280645,g_loss_on_decoder=0.0031088336127555547,d_cover_loss=2.233103035327278,d_encoded_loss=0.012497855838030238, +Epoch 24 : 129 +error_rate=0.0019714156657166123,psnr=40.65506017479912,ssim=0.9550576290595026,g_loss=0.01468679256182079,g_decoded_loss=2.1457830424805806,g_loss_on_encoder=0.00034706327844834326,g_loss_on_decoder=0.0014125151030935615,d_cover_loss=1.337244612192098,d_encoded_loss=0.16508407230680075, +Epoch 25 : 129 +error_rate=0.0011125496233713355,psnr=39.83869086026369,ssim=0.9591725113337514,g_loss=0.009173892497851784,g_decoded_loss=1.60811691816156,g_loss_on_encoder=0.0004312907298571803,g_loss_on_decoder=0.0008581790083766943,d_cover_loss=1.1960303465007571,d_encoded_loss=0.33803728184016596, +Epoch 26 : 129 +error_rate=0.001326300477693113,psnr=39.8486685985851,ssim=0.9594686421586947,g_loss=0.011026954339306758,g_decoded_loss=5.04263014902121,g_loss_on_encoder=0.0004223044219401025,g_loss_on_decoder=0.0010100386955956082,d_cover_loss=3.5755582236311723,d_encoded_loss=0.008645854676476033, +Epoch 27 : 129 +error_rate=0.00404780384771987,psnr=40.80491573569829,ssim=0.9637923651292969,g_loss=0.02941534055661598,g_decoded_loss=1.2450226420105863,g_loss_on_encoder=0.0003351967940146804,g_loss_on_decoder=0.002895564144930609,d_cover_loss=0.860128154195481,d_encoded_loss=0.41917255380060464, +Epoch 28 : 129 +error_rate=0.0008851091714169381,psnr=41.21614095209476,ssim=0.9629005553862171,g_loss=0.007596650574654371,g_decoded_loss=2.355420346174644,g_loss_on_encoder=0.0003051639982276969,g_loss_on_decoder=0.0007055944549854888,d_cover_loss=1.6424031354705364,d_encoded_loss=0.1292323016528198, +Epoch 29 : 129 +error_rate=0.00033621878998953006,psnr=39.58414634431224,ssim=0.9528392017470121,g_loss=0.0032989652563836,g_decoded_loss=3.2480335332671673,g_loss_on_encoder=0.00044316392379027187,g_loss_on_decoder=0.0002530997984218683,d_cover_loss=1.972060396150968,d_encoded_loss=0.05293559803891357, +Epoch 30 : 129 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newline at end of file diff --git a/MBRS/MBRS_Diffusion_128_m30/train_log.txt b/MBRS/MBRS_Diffusion_128_m30/train_log.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac6558d7436302097c0f0fb7341b85a016153489 --- /dev/null +++ b/MBRS/MBRS_Diffusion_128_m30/train_log.txt @@ -0,0 +1,603 @@ +-----------------------Date: 2021/02/24 08:10:06----------------------- +Epoch 0 : 169 +error_rate=0.21006546644844512,psnr=19.57535907679806,ssim=0.37178680764087485,g_loss=1.3828335479023803,g_decoded_loss=3.010539464006252,g_loss_on_encoder=0.062249349738103865,g_loss_on_decoder=0.13202831404872006,d_cover_loss=0.13454771184998088,d_encoded_loss=0.13106243284617333, +Epoch 1 : 166 +error_rate=0.10352905073649761,psnr=23.084859904212763,ssim=0.5388904565094731,g_loss=0.6794339201234757,g_decoded_loss=5.828262265887471,g_loss_on_encoder=0.020430357311280678,g_loss_on_decoder=0.06584207360890318,d_cover_loss=0.004777439437241106,d_encoded_loss=0.00409204306430755, +Epoch 2 : 166 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+error_rate=0.0002489088925259138,psnr=33.30027740403595,ssim=0.861148597175673,g_loss=0.06475016849691662,g_decoded_loss=12.404313782037963,g_loss_on_encoder=0.0019036404193651828,g_loss_on_decoder=0.006160609666519126,d_cover_loss=3.730311426370787e-05,d_encoded_loss=7.154054919382586e-05, +Epoch 285 : 165 +error_rate=0.0003273322422258592,psnr=33.13022798016887,ssim=0.8536547465332206,g_loss=0.0647644841244807,g_decoded_loss=12.187337984625135,g_loss_on_encoder=0.001982537717649899,g_loss_on_decoder=0.0061563212550649156,d_cover_loss=5.9608356884017295e-05,d_encoded_loss=4.875083265993757e-05, +Epoch 286 : 165 +error_rate=0.0002454991816693946,psnr=33.32565061628526,ssim=0.8606716995348517,g_loss=0.06278105999180002,g_decoded_loss=11.917492245301093,g_loss_on_encoder=0.0018948571308349822,g_loss_on_decoder=0.005969445389985456,d_cover_loss=2.245403813112509e-05,d_encoded_loss=3.549622103756815e-05, +Epoch 287 : 165 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+error_rate=0.00010911074740861975,psnr=33.38390797991214,ssim=0.8627703519577675,g_loss=0.05811563788176973,g_decoded_loss=11.50940716676353,g_loss_on_encoder=0.0018676366107713632,g_loss_on_decoder=0.005509706057166854,d_cover_loss=4.6362094510455025e-05,d_encoded_loss=6.22016106022492e-05, +Epoch 291 : 165 +error_rate=0.00033074195308237865,psnr=33.32913975941959,ssim=0.8615123589573437,g_loss=0.06232044380310612,g_decoded_loss=12.076465964122217,g_loss_on_encoder=0.0018931119912342091,g_loss_on_decoder=0.005921968517136423,d_cover_loss=3.5194094569517956e-05,d_encoded_loss=3.0485281454595572e-05, +Epoch 292 : 165 +error_rate=0.00014320785597381344,psnr=33.3896273692579,ssim=0.8653509713428891,g_loss=0.06389607574543786,g_decoded_loss=11.761921198200282,g_loss_on_encoder=0.0018644834767246646,g_loss_on_decoder=0.006085540010655183,d_cover_loss=0.00016609466814589493,d_encoded_loss=0.0001846098608024184, +Epoch 293 : 165 +error_rate=0.00010570103655210037,psnr=33.2385941082444,ssim=0.8615092523944748,g_loss=0.06435633341076064,g_decoded_loss=12.88360845593891,g_loss_on_encoder=0.001931617598151468,g_loss_on_decoder=0.006113635504895703,d_cover_loss=7.590415361368213e-05,d_encoded_loss=6.413184868945251e-05, +Epoch 294 : 165 +error_rate=0.0001466175668303328,psnr=33.35132210851691,ssim=0.863139580002393,g_loss=0.061913006134947025,g_decoded_loss=12.929429772247465,g_loss_on_encoder=0.0018839795767739659,g_loss_on_decoder=0.005873608364015414,d_cover_loss=5.7431196281340105e-05,d_encoded_loss=2.1570634199643463e-05, +Epoch 295 : 165 +error_rate=0.00038870703764320785,psnr=33.26142425661977,ssim=0.8616541666016836,g_loss=0.06407998307530331,g_decoded_loss=13.30311454844748,g_loss_on_encoder=0.0019221752851518593,g_loss_on_decoder=0.006082749652616076,d_cover_loss=3.5421548774604156e-06,d_encoded_loss=3.762861257622292e-05, +Epoch 296 : 165 +error_rate=0.00025572831423895256,psnr=33.45277367949291,ssim=0.8672694103417342,g_loss=0.06573694820078349,g_decoded_loss=13.190836749568508,g_loss_on_encoder=0.0018421981623548704,g_loss_on_decoder=0.006257566653493847,d_cover_loss=0.004505627744360351,d_encoded_loss=0.00383207957628211, +Epoch 297 : 165 +error_rate=0.00028982542280414625,psnr=33.456761648924186,ssim=0.8692554771997729,g_loss=0.061644281174548565,g_decoded_loss=10.877702689600069,g_loss_on_encoder=0.0018413036982810854,g_loss_on_decoder=0.005871520740516963,d_cover_loss=0.00015508471524707887,d_encoded_loss=0.0001813746038836645, +Epoch 298 : 165 +error_rate=0.00010229132569558102,psnr=33.24100600522005,ssim=0.8625368112042766,g_loss=0.05627882131565905,g_decoded_loss=12.263631147175492,g_loss_on_encoder=0.0019368320681023641,g_loss_on_decoder=0.005311562635742643,d_cover_loss=6.681395337455569e-05,d_encoded_loss=5.28725845158373e-05, +Epoch 299 : 165 +error_rate=0.00021481178396072018,psnr=33.332408923759395,ssim=0.8663258397442619,g_loss=0.06174324170889031,g_decoded_loss=11.913547135804171,g_loss_on_encoder=0.0018915000862065464,g_loss_on_decoder=0.00586603868509027,d_cover_loss=0.00012582428462262041,d_encoded_loss=0.000105381471566679, +Epoch 300 : 165 +error_rate=0.00018753409710856525,psnr=33.34020348968755,ssim=0.8656763516354288,g_loss=0.06091910081118369,g_decoded_loss=12.61096092214756,g_loss_on_encoder=0.0018876278212784795,g_loss_on_decoder=0.0057770376836142915,d_cover_loss=0.00014803968469095612,d_encoded_loss=9.04845125381421e-05, diff --git a/MBRS/MBRS_Diffusion_128_m30/val_log.txt b/MBRS/MBRS_Diffusion_128_m30/val_log.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca6fe8539e04670a59afe1c596881aa3ea2773d4 --- /dev/null +++ b/MBRS/MBRS_Diffusion_128_m30/val_log.txt @@ -0,0 +1,603 @@ +-----------------------Date: 2021/02/24 08:10:06----------------------- +Epoch 0 : 72 +error_rate=0.11820424079178153,psnr=23.949407900583473,ssim=0.5340589107247828,g_loss=0.7719674587176949,g_decoded_loss=0.8563748326286043,g_loss_on_encoder=0.016190671005532,g_loss_on_decoder=0.07556911473426398,d_cover_loss=0.7114581881206277,d_encoded_loss=0.8035935161556406, +Epoch 1 : 73 +error_rate=0.11652415852334415,psnr=25.281532747349445,ssim=0.6265219174301198,g_loss=0.8420768408317131,g_decoded_loss=0.4140812697841601,g_loss_on_encoder=0.011920492665338595,g_loss_on_decoder=0.08301149393016236,d_cover_loss=0.3956411299371564,d_encoded_loss=1.4841201579143637, +Epoch 2 : 73 +error_rate=0.13304466299173145,psnr=25.81455928417293,ssim=0.6485490952330226,g_loss=1.2420963307157014,g_decoded_loss=0.2813678016880048,g_loss_on_encoder=0.010541628304480632,g_loss_on_decoder=0.12315265628045079,d_cover_loss=0.29101958812642176,d_encoded_loss=1.5568958082105904, +Epoch 3 : 73 +error_rate=0.11037777708176727,psnr=26.360646132925822,ssim=0.6784458417651708,g_loss=0.6870886895575042,g_decoded_loss=0.5009788316871716,g_loss_on_encoder=0.00931944673143764,g_loss_on_decoder=0.0677719145189631,d_cover_loss=0.6035891700875778,d_encoded_loss=3.2254529572076827, +Epoch 4 : 72 +error_rate=0.10212953102814669,psnr=27.654494959679024,ssim=0.7152820042173715,g_loss=0.696975740601069,g_decoded_loss=0.8442918607777027,g_loss_on_encoder=0.0069509774950069015,g_loss_on_decoder=0.06899403350075846,d_cover_loss=1.1903167733928668,d_encoded_loss=0.6421494616941831, +Epoch 5 : 72 +error_rate=0.10123898563434382,psnr=28.52078003526122,ssim=0.7135527871719013,g_loss=0.633088456466794,g_decoded_loss=0.7776707134145867,g_loss_on_encoder=0.0056646996585755375,g_loss_on_decoder=0.06273459925138807,d_cover_loss=1.090732005597714,d_encoded_loss=0.6689893332482938, +Epoch 6 : 72 +error_rate=0.09115013989810404,psnr=26.758696866734407,ssim=0.657865723297728,g_loss=0.6334124857177563,g_decoded_loss=0.3579380024430806,g_loss_on_encoder=0.008485873521787967,g_loss_on_decoder=0.0624890821206259,d_cover_loss=0.6666974859245437,d_encoded_loss=1.3571906977057069, +Epoch 7 : 73 +error_rate=0.08546599640858599,psnr=27.26888507818166,ssim=0.6673264389900121,g_loss=0.5956899927449731,g_decoded_loss=0.6087781435018254,g_loss_on_encoder=0.007640956040223035,g_loss_on_decoder=0.05879881583208807,d_cover_loss=0.8044707676098479,d_encoded_loss=0.8840144363987329, +Epoch 8 : 74 +error_rate=0.07715537041677101,psnr=26.74031212586145,ssim=0.6552873734348371,g_loss=0.6139278804294838,g_decoded_loss=0.8085884472737483,g_loss_on_encoder=0.008576755345183203,g_loss_on_decoder=0.06052702677615157,d_cover_loss=0.856895191952926,d_encoded_loss=1.0370518294335964, +Epoch 9 : 73 +error_rate=0.10328943247306432,psnr=26.829796207067634,ssim=0.6364550571099943,g_loss=0.6768704912828506,g_decoded_loss=0.962188013795921,g_loss_on_encoder=0.008368899137940537,g_loss_on_decoder=0.06684053740509656,d_cover_loss=1.2921986315848384,d_encoded_loss=0.6600660455537541, +Epoch 10 : 73 +error_rate=0.06711454940282303,psnr=23.366221732347718,ssim=0.640993781120847,g_loss=0.5991497355655855,g_decoded_loss=0.5385150658967829,g_loss_on_encoder=0.020662921731108466,g_loss_on_decoder=0.05784329598017207,d_cover_loss=0.8342073414147094,d_encoded_loss=2.564159671821501, +Epoch 11 : 73 +error_rate=0.05977355299423701,psnr=27.238869524157398,ssim=0.655436507944952,g_loss=0.711091250666578,g_decoded_loss=0.6032556341991362,g_loss_on_encoder=0.007621001977782927,g_loss_on_decoder=0.07034099246420768,d_cover_loss=0.6790763351350343,d_encoded_loss=0.9541226389547901, +Epoch 12 : 72 +error_rate=0.046824104234527694,psnr=27.039195424182406,ssim=0.6386757403709212,g_loss=0.753533199599395,g_decoded_loss=0.5693897010352014,g_loss_on_encoder=0.007937255923724233,g_loss_on_decoder=0.07455390051510852,d_cover_loss=0.7328159357709294,d_encoded_loss=1.0486723697146687, +Epoch 13 : 73 +error_rate=0.06169454188590994,psnr=27.111447377779584,ssim=0.6535151942545118,g_loss=0.536617120515543,g_decoded_loss=0.3478828768825298,g_loss_on_encoder=0.007838321675270408,g_loss_on_decoder=0.052874401347493265,d_cover_loss=0.4146305512915993,d_encoded_loss=1.5358773815515376, +Epoch 14 : 73 +error_rate=0.08951338428129962,psnr=27.353702321502983,ssim=0.6558329829952227,g_loss=0.6094802377156986,g_decoded_loss=0.7056951128698715,g_loss_on_encoder=0.007404020407270482,g_loss_on_decoder=0.060200564810514744,d_cover_loss=0.5075307786464691,d_encoded_loss=0.9140353460071141, +Epoch 15 : 73 +error_rate=0.033419464628748,psnr=27.163809282383625,ssim=0.6420846590195882,g_loss=0.557407882628835,g_decoded_loss=0.2689194187570472,g_loss_on_encoder=0.0077058388153849475,g_loss_on_decoder=0.054967515429190636,d_cover_loss=0.5126864590745795,d_encoded_loss=1.9753592734616432, +Epoch 16 : 72 +error_rate=0.07422507934519335,psnr=27.375338722129598,ssim=0.653418865867857,g_loss=0.580179449735082,g_decoded_loss=0.5336698075022294,g_loss_on_encoder=0.007391863124117449,g_loss_on_decoder=0.05727342191624003,d_cover_loss=0.7372721000680706,d_encoded_loss=1.2949305532032969, +Epoch 17 : 73 +error_rate=0.0446763029315961,psnr=28.92756651900102,ssim=0.708438642638514,g_loss=0.5575068237605817,g_decoded_loss=0.529097055282189,g_loss_on_encoder=0.0051516985334152604,g_loss_on_decoder=0.055230221644359416,d_cover_loss=0.6148594472229675,d_encoded_loss=1.117558953719341, +Epoch 18 : 73 +error_rate=0.02724202372003676,psnr=27.786190557945822,ssim=0.6726503428496444,g_loss=0.5559464066140718,g_decoded_loss=0.550113363452377,g_loss_on_encoder=0.006682706932334005,g_loss_on_decoder=0.05492086895037721,d_cover_loss=1.0066359621694112,d_encoded_loss=1.2911857803403748, +Epoch 19 : 72 +error_rate=0.023062045853169615,psnr=26.86324437355762,ssim=0.6578454080156084,g_loss=0.5635800664024944,g_decoded_loss=0.19916983051923276,g_loss_on_encoder=0.008447196157133444,g_loss_on_decoder=0.05551129539955274,d_cover_loss=0.7425796793415803,d_encoded_loss=2.730571786239015, +Epoch 20 : 72 +error_rate=0.022647832623402666,psnr=27.112174832471418,ssim=0.6570979751864939,g_loss=0.5410744307823601,g_decoded_loss=0.2756265154660525,g_loss_on_encoder=0.007845681354081932,g_loss_on_decoder=0.053320118659539964,d_cover_loss=0.6616555908603855,d_encoded_loss=2.783977468549623, +Epoch 21 : 72 +error_rate=0.025319990812661834,psnr=26.798708285104958,ssim=0.6563703110047194,g_loss=0.48790546923463235,g_decoded_loss=0.023434491588427694,g_loss_on_encoder=0.00846104473118285,g_loss_on_decoder=0.047944208227874596,d_cover_loss=0.07863663341121972,d_encoded_loss=6.696951998949827, +Epoch 22 : 73 +error_rate=0.018105842311868382,psnr=27.108569825511026,ssim=0.6970012714109514,g_loss=0.5256424917435996,g_decoded_loss=0.48385233449042814,g_loss_on_encoder=0.007872105064932317,g_loss_on_decoder=0.05177220000797452,d_cover_loss=0.19248690007175606,d_encoded_loss=1.4396284197363092, +Epoch 23 : 72 +error_rate=0.03126278919234946,psnr=27.900190226029885,ssim=0.7016990814806973,g_loss=0.5304062535064082,g_decoded_loss=0.7268125598321908,g_loss_on_encoder=0.006622507324114636,g_loss_on_decoder=0.052371106646327055,d_cover_loss=0.1610991185476415,d_encoded_loss=0.9097543924755693, +Epoch 24 : 73 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0000000000000000000000000000000000000000..9d86b31282e7cdd83f1a99100c9e83fe4538f1c1 --- /dev/null +++ b/MaskMark/ED_32bits_vae_ft.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:28c0cbab00e24226751495fe1ad6727314f0385c8c3c32c0be1c0e80b2cd9fbc +size 253738245 diff --git a/MaskMark/ED_64bits.pth b/MaskMark/ED_64bits.pth new file mode 100644 index 0000000000000000000000000000000000000000..0ba2d90ac04c6fa44e3de65d1b20236b1ca7f217 --- /dev/null +++ b/MaskMark/ED_64bits.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8a0230442d7d20422cb59c00f6a2823acd7794a14dde8a66245673cfe0d19f9d +size 255936645 diff --git a/MaskMark/configs/model/D_128bits.yaml b/MaskMark/configs/model/D_128bits.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e5458fa13e1821b4aef4a62807881056853182c8 --- /dev/null +++ b/MaskMark/configs/model/D_128bits.yaml @@ -0,0 +1,16 @@ +wm_enc_config: + image_size: 256 + message_length: 128 + in_channels: 3 + tp_channels: 32 + mask_channel: 0 + channels: 64 + norm_type: group +wm_dec_config: + image_size: 256 + message_length: 128 + in_channels: 3 + tp_channels: 32 + mask_channel: 1 + channels: 128 + norm_type: group diff --git a/MaskMark/configs/model/D_32bits.yaml b/MaskMark/configs/model/D_32bits.yaml new file mode 100644 index 0000000000000000000000000000000000000000..972773da05673139f19998530d09fa92de245d4c --- /dev/null +++ b/MaskMark/configs/model/D_32bits.yaml @@ -0,0 +1,16 @@ +wm_enc_config: + image_size: 256 + message_length: 32 + in_channels: 3 + tp_channels: 3 + mask_channel: 0 + channels: 64 + norm_type: group +wm_dec_config: + image_size: 256 + message_length: 32 + in_channels: 3 + tp_channels: 3 + mask_channel: 1 + channels: 128 + norm_type: group diff --git a/MaskMark/configs/model/D_64bits.yaml b/MaskMark/configs/model/D_64bits.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ecba37dc975767939d525df7e3926e19bc39fd24 --- /dev/null +++ b/MaskMark/configs/model/D_64bits.yaml @@ -0,0 +1,16 @@ +wm_enc_config: + image_size: 256 + message_length: 64 + in_channels: 3 + tp_channels: 32 + mask_channel: 0 + channels: 64 + norm_type: group +wm_dec_config: + image_size: 256 + message_length: 64 + in_channels: 3 + tp_channels: 32 + mask_channel: 1 + channels: 128 + norm_type: group diff --git a/MaskMark/configs/model/ED_128bits.yaml b/MaskMark/configs/model/ED_128bits.yaml new file mode 100644 index 0000000000000000000000000000000000000000..478b4f8b297dbaefee30f585c95051203c716af8 --- /dev/null +++ b/MaskMark/configs/model/ED_128bits.yaml @@ -0,0 +1,16 @@ +wm_enc_config: + image_size: 256 + message_length: 128 + in_channels: 3 + tp_channels: 32 + mask_channel: 1 + channels: 64 + norm_type: group +wm_dec_config: + image_size: 256 + message_length: 128 + in_channels: 3 + tp_channels: 32 + mask_channel: 1 + channels: 128 + norm_type: group diff --git a/MaskMark/configs/model/ED_32bits.yaml b/MaskMark/configs/model/ED_32bits.yaml new file mode 100644 index 0000000000000000000000000000000000000000..842cd4bcb1250bc6e5d43f7ba4f01d87ee19067c --- /dev/null +++ b/MaskMark/configs/model/ED_32bits.yaml @@ -0,0 +1,16 @@ +wm_enc_config: + image_size: 256 + message_length: 32 + in_channels: 3 + tp_channels: 3 + mask_channel: 1 + channels: 64 + norm_type: group +wm_dec_config: + image_size: 256 + message_length: 32 + in_channels: 3 + tp_channels: 3 + mask_channel: 1 + channels: 128 + norm_type: group diff --git a/MaskMark/configs/model/ED_64bits.yaml b/MaskMark/configs/model/ED_64bits.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b5962c841c80706ea8e3dd8202885f65eb149e67 --- /dev/null +++ b/MaskMark/configs/model/ED_64bits.yaml @@ -0,0 +1,16 @@ +wm_enc_config: + image_size: 256 + message_length: 64 + in_channels: 3 + tp_channels: 32 + mask_channel: 1 + channels: 64 + norm_type: group +wm_dec_config: + image_size: 256 + message_length: 64 + in_channels: 3 + tp_channels: 32 + mask_channel: 1 + channels: 128 + norm_type: group diff --git a/MaskMark/configs/train/finetune_crop&resize.yaml b/MaskMark/configs/train/finetune_crop&resize.yaml new file mode 100644 index 0000000000000000000000000000000000000000..66853bf2aab0e48fc952181566c312cbb1af9a27 --- /dev/null +++ b/MaskMark/configs/train/finetune_crop&resize.yaml @@ -0,0 +1,24 @@ +device: cuda:0 +num_training_steps: 50000 +num_save_steps: 10000 +dataset_path: +batch_size: 16 +lr: 0.0001 +encoder_weight: 1 +decoder_weight: 20 +decoder_weight_end: 0.3 +num_decoder_weight_decay_ratio: 0.05 +mask_weight: 0.5 +ED_path: +use_scheduler: '' +start_jnd_ratio: 0.05 +noise_layers: Combined([Identity(),JpegMask(50),JpegTest(50),GF(1,5),GN(0,0.1),MF(5),SP(0.1),Rotate(-90,90),Perspective(0.1,0.5),HorizontalFlip()]) +ft_noise_layers: Combined([CropResize(0.1, 1.0)]) +full_mask_ft: true +masks: + kind: mixed + invert_proba: 0.5 + irregular_proba: 0.25 + box_proba: 0.25 + full_proba: 0.25 + segm_proba: 0.25 diff --git a/MaskMark/configs/train/finetune_vae.yaml b/MaskMark/configs/train/finetune_vae.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8de067f8535ab2760bbf1f979012d04a25eadcc6 --- /dev/null +++ b/MaskMark/configs/train/finetune_vae.yaml @@ -0,0 +1,24 @@ +device: cuda:0 +num_training_steps: 20000 +num_save_steps: 10000 +dataset_path: +batch_size: 16 +lr: 0.0001 +encoder_weight: 1 +decoder_weight: 20 +decoder_weight_end: 0.3 +num_decoder_weight_decay_ratio: 0.05 +mask_weight: 0.5 +ED_path: +use_scheduler: '' +start_jnd_ratio: 0.05 +noise_layers: Combined([Identity(),JpegMask(50),JpegTest(50),GF(1,5),GN(0,0.1),MF(5),SP(0.1),Rotate(-90,90),Perspective(0.1,0.5),HorizontalFlip()]) +ft_noise_layers: Combined([VAE()]) +full_mask_ft: false +masks: + kind: mixed + invert_proba: 0.5 + irregular_proba: 0.25 + box_proba: 0.25 + full_proba: 0.25 + segm_proba: 0.25 diff --git a/MaskMark/configs/train/train.yaml b/MaskMark/configs/train/train.yaml new file mode 100644 index 0000000000000000000000000000000000000000..18335797fa291c7c30ac5d6ee9509b7b94b84f0b --- /dev/null +++ b/MaskMark/configs/train/train.yaml @@ -0,0 +1,24 @@ +device: cuda:0 +num_training_steps: 100000 +num_save_steps: 10000 +dataset_path: ./data/coco_data +batch_size: 16 +lr: 0.0001 +encoder_weight: 1 +decoder_weight: 20 +decoder_weight_end: 0.2 +num_decoder_weight_decay_ratio: 0.05 +mask_weight: 0.5 +ED_path: '' +use_scheduler: cosine +start_jnd_ratio: 0.05 +noise_layers: Combined([Identity(),JpegMask(50),JpegTest(50),GF(1,5),GN(0,0.1),MF(5),SP(0.1),Rotate(-90,90),Perspective(0.1,0.5),HorizontalFlip()]) +ft_noise_layers: '' +full_mask_ft: false +masks: + kind: mixed + invert_proba: 0.5 + irregular_proba: 0.25 + box_proba: 0.25 + full_proba: 0.25 + segm_proba: 0.25 diff --git a/MaskMark/sam_vit_h_4b8939.pth b/MaskMark/sam_vit_h_4b8939.pth new file mode 100644 index 0000000000000000000000000000000000000000..8523acce9ddab1cf7e355628a08b1aab8ce08a72 --- /dev/null +++ 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b/RobustWide/wm_model_config.yaml @@ -0,0 +1,12 @@ +wm_enc_config: + image_size: 512 + message_length: 64 + in_channels: 3 + channels: 64 + norm_type: batch + final_skip: true +wm_dec_config: + image_size: 512 + message_length: 64 + in_channels: 3 + norm_type: batch diff --git a/SSL/carriers/carrier_30_2048.pth b/SSL/carriers/carrier_30_2048.pth new file mode 100644 index 0000000000000000000000000000000000000000..08ac74899f37ef7080a788aeaa5a77e95524f3a9 --- /dev/null +++ b/SSL/carriers/carrier_30_2048.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:86bd9e1aaca7643c1985206b69096fae8bdcbfd66499452231aa698fd1b91e1c +size 246980 diff --git a/SSL/models/dino_r50_plus.pth b/SSL/models/dino_r50_plus.pth new file mode 100644 index 0000000000000000000000000000000000000000..12f6761753adca6bdf4c68e5ec6ebe7b06c85f68 --- /dev/null +++ b/SSL/models/dino_r50_plus.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab26d85d00cb1be8e757cf8820cf0fd8aa729ea7e21b1cf6c44875952ba8eb0f +size 788803344 diff --git a/SSL/models/out2048_yfcc_orig.pth b/SSL/models/out2048_yfcc_orig.pth new file mode 100644 index 0000000000000000000000000000000000000000..a36b214ab55ae87e59f226d3fd2cf541b81fde27 --- /dev/null +++ b/SSL/models/out2048_yfcc_orig.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4b256188454d8f7cf440de048df398e2a3209136a52cd7cdac834f5792f526a3 +size 16786561 diff --git a/SepMark/Dual_watermark_128_30_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_01_00_21_29/train_DualMark.yaml b/SepMark/Dual_watermark_128_30_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_01_00_21_29/train_DualMark.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5a6b67c2b8a1912709bd63d2556e3f799f5028e1 --- /dev/null +++ b/SepMark/Dual_watermark_128_30_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_01_00_21_29/train_DualMark.yaml @@ -0,0 +1,43 @@ +project_name: Dual_watermark +epoch_number: 100 +batch_size: 16 +lr: 0.0002 +beta1: 0.5 +image_size: 128 +message_length: 30 +message_range: 0.1 +attention_encoder: se +attention_decoder: se +weight: + - 1 # encoder + - 10 # decoder_C + - 10 # decoder_R + - 10 # decoder_F + - 0.1 # discriminator +dataset_path: /home/likaide/sda4/wxs/Dataset/dual_watermark/ +save_images_number: 8 +noise_layers: + pool_R: + - Identity() + - JpegTest() + - Resize() + - GaussianBlur() + - MedianBlur() + - Brightness() + - Contrast() + - Saturation() + - Hue() + #- FaceCrop() + #- FaceCropout() + - Dropout() + - SaltPepper() + - GaussianNoise() + pool_F: + #- FaceErase() + #- FaceEraseout() + - SimSwap() + - GANimation() + - StarGAN() + +# Identity()/JpegTest()/Resize()/GaussianBlur()/MedianBlur()/Brightness()/Contrast()/Saturation()/Hue()/FaceCrop()/FaceCropout()/Dropout()/SaltPepper()/GaussianNoise() +# FaceErase()/FaceEraseout()/SimSwap()/FaceSwap()/GANimation()/StarGAN() \ No newline at end of file diff --git a/SepMark/Dual_watermark_128_30_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_01_00_21_29/train_log.txt b/SepMark/Dual_watermark_128_30_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_01_00_21_29/train_log.txt new file mode 100644 index 0000000000000000000000000000000000000000..7d388dd9e0895a851fc37f5cb3a6d4d8bcce5708 --- /dev/null +++ b/SepMark/Dual_watermark_128_30_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_01_00_21_29/train_log.txt @@ -0,0 +1,200 @@ +Epoch 1 : 1169 +g_loss=1.2387190964959918,error_rate_C=0.26204727261274896,error_rate_R=0.4701174335474935,error_rate_F=0.4799181941295033,psnr=12.828117675882169,ssim=0.08153684255938051,g_loss_on_discriminator=7.63103452167183,g_loss_on_encoder_MSE=0.23535100932888411,g_loss_on_encoder_LPIPS=0.8289524156344,g_loss_on_decoder_C=0.008786985838986568,g_loss_on_decoder_R=0.012547624217366021,g_loss_on_decoder_F=0.0026918521200453927,d_loss=0.2241628398088906, +Epoch 2 : 1168 +g_loss=0.9469441609880912,error_rate_C=0.013736733119173568,error_rate_R=0.1620031809019905,error_rate_F=0.2446278974552787,psnr=17.860663513657908,ssim=0.28763258015667953,g_loss_on_discriminator=7.9481382111392955,g_loss_on_encoder_MSE=0.06757070928092593,g_loss_on_encoder_LPIPS=0.4716505776282656,g_loss_on_decoder_C=0.001549522485499327,g_loss_on_decoder_R=0.0056660008042676265,g_loss_on_decoder_F=0.001240438677293708,d_loss=0.052575875323748696, +Epoch 3 : 1165 +g_loss=0.8800034162898859,error_rate_C=0.036929760330057924,error_rate_R=0.060389503023431435,error_rate_F=0.1553953294280673,psnr=22.035072925860288,ssim=0.5785016028811691,g_loss_on_discriminator=7.797932204115328,g_loss_on_encoder_MSE=0.026349397777165804,g_loss_on_encoder_LPIPS=0.17173569094606492,g_loss_on_decoder_C=0.002272118577301236,g_loss_on_decoder_R=0.0036352447569173163,g_loss_on_decoder_F=0.0014787154509264004,d_loss=0.19146031357173035, +Epoch 4 : 1172 +g_loss=0.8581316267687177,error_rate_C=0.05371512030738224,error_rate_R=0.0553213183421516,error_rate_F=0.24137633062484237,psnr=24.869841831701773,ssim=0.7173103804862688,g_loss_on_discriminator=7.804494903831886,g_loss_on_encoder_MSE=0.013400143121736291,g_loss_on_encoder_LPIPS=0.08240230428547692,g_loss_on_decoder_C=0.002687447580799002,g_loss_on_decoder_R=0.0030535845746281287,g_loss_on_decoder_F=0.0006871659704047104,d_loss=0.25191234987445926, +Epoch 5 : 1168 +g_loss=0.8165057537259248,error_rate_C=0.037094710569412964,error_rate_R=0.033675831443688624,error_rate_F=0.30675666099773247,psnr=26.21099898171803,ssim=0.7710103340171002,g_loss_on_discriminator=7.580248925736342,g_loss_on_encoder_MSE=0.009820044316319384,g_loss_on_encoder_LPIPS=0.06414147513480019,g_loss_on_decoder_C=0.0022615445044788496,g_loss_on_decoder_R=0.0022438870011933553,g_loss_on_decoder_F=0.00036064912536275907,d_loss=0.4183582336981855, +Epoch 6 : 1161 +g_loss=0.7597542278981083,error_rate_C=0.02624283509700176,error_rate_R=0.02084041950113385,error_rate_F=0.36041469828672223,psnr=26.92612117812747,ssim=0.795010250120882,g_loss_on_discriminator=7.115271371193033,g_loss_on_encoder_MSE=0.008384754544643873,g_loss_on_encoder_LPIPS=0.058505365477194864,g_loss_on_decoder_C=0.0019302929593890748,g_loss_on_decoder_R=0.0018157126598655144,g_loss_on_decoder_F=0.00023822691574308023,d_loss=0.6444216439963648, +Epoch 7 : 1161 +g_loss=0.7081269195904492,error_rate_C=0.023213892038296807,error_rate_R=0.013993606701940041,error_rate_F=0.39009196271101054,psnr=27.715272598165683,ssim=0.8173931116859118,g_loss_on_discriminator=6.66237644638334,g_loss_on_encoder_MSE=0.007040107208513531,g_loss_on_encoder_LPIPS=0.053334530110337904,g_loss_on_decoder_C=0.0017194825905361632,g_loss_on_decoder_R=0.0015876258364028578,g_loss_on_decoder_F=0.00017780714953371095,d_loss=0.795709038498225, +Epoch 8 : 1164 +g_loss=0.6684132500418595,error_rate_C=0.023412698412698465,error_rate_R=0.010144242882338018,error_rate_F=0.43347682823129174,psnr=28.16336000533331,ssim=0.8297159692282399,g_loss_on_discriminator=6.319904867618803,g_loss_on_encoder_MSE=0.006386406651929652,g_loss_on_encoder_LPIPS=0.049457392124360594,g_loss_on_decoder_C=0.0015107183168607114,g_loss_on_decoder_R=0.0013740801779219447,g_loss_on_decoder_F=0.00011883599648643683,d_loss=0.9182074075988519, +Epoch 9 : 1156 +g_loss=0.612224697495106,error_rate_C=0.023343608276644046,error_rate_R=0.009173831569664816,error_rate_F=0.4540700192113885,psnr=28.412811354985312,ssim=0.8364994739965786,g_loss_on_discriminator=5.790928481432496,g_loss_on_encoder_MSE=0.006071689357567165,g_loss_on_encoder_LPIPS=0.04667954211290827,g_loss_on_decoder_C=0.001424335479790532,g_loss_on_decoder_R=0.001195044066724934,g_loss_on_decoder_F=8.663545128138861e-05,d_loss=1.067735085766467, +Epoch 10 : 1159 +g_loss=0.5769243216900913,error_rate_C=0.02197558421516754,error_rate_R=0.007871748236331494,error_rate_F=0.46629621756109835,psnr=28.701256219672146,ssim=0.8434760205487095,g_loss_on_discriminator=5.464990848902041,g_loss_on_encoder_MSE=0.005699506559515145,g_loss_on_encoder_LPIPS=0.04324900000183671,g_loss_on_decoder_C=0.001347926686990331,g_loss_on_decoder_R=0.0010617300880930902,g_loss_on_decoder_F=6.291537736208657e-05,d_loss=1.1555151037635312, +Epoch 11 : 1167 +g_loss=0.5180446912766133,error_rate_C=0.016891061980347764,error_rate_R=0.006394675925925862,error_rate_F=0.46271573444192526,psnr=28.876581378714747,ssim=0.8455632586800863,g_loss_on_discriminator=4.904320309717188,g_loss_on_encoder_MSE=0.005520953773243707,g_loss_on_encoder_LPIPS=0.04100720501608319,g_loss_on_decoder_C=0.0011774100118297308,g_loss_on_decoder_R=0.0009779226642248908,g_loss_on_decoder_F=5.3837048331992284e-05,d_loss=1.3110887984789552, +Epoch 12 : 1152 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+g_loss=0.2322395689805191,error_rate_C=0.012003968253968239,error_rate_R=0.0014926225119677608,error_rate_F=0.4719966458805749,psnr=38.78606433969326,ssim=0.9641441547917942,g_loss_on_discriminator=2.1750140559105646,g_loss_on_encoder_MSE=0.0005340151470186862,g_loss_on_encoder_LPIPS=0.002495632857769831,g_loss_on_decoder_C=0.0008845033045208621,g_loss_on_decoder_R=0.0005339259135773376,g_loss_on_decoder_F=1.9853438209218188e-06,d_loss=1.970733240404457, diff --git a/SepMark/Dual_watermark_128_30_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_01_00_21_29/val_log.txt b/SepMark/Dual_watermark_128_30_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_01_00_21_29/val_log.txt new file mode 100644 index 0000000000000000000000000000000000000000..aded1195ebcad20b5cda56075a39c62fa4d0ce24 --- /dev/null +++ b/SepMark/Dual_watermark_128_30_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_01_00_21_29/val_log.txt @@ -0,0 +1,200 @@ +Epoch 1 : 127 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+g_loss=0.018740354006753324,error_rate_C=0.015037677304964546,error_rate_R=0.0024601063829787213,error_rate_F=0.48948359929078006,psnr=39.352531209905095,ssim=0.9673298850972601,g_loss_on_discriminator=2.0939681327089352,g_loss_on_encoder_MSE=0.0004665794229058133,g_loss_on_encoder_LPIPS=0.0021704382373347007,g_loss_on_decoder_C=0.0010004006490294643,g_loss_on_decoder_R=0.0006554269699684464,g_loss_on_decoder_F=1.16396030138121e-06,d_loss=1.9947099279850087, +Epoch 96 : 129 +g_loss=0.01784591595245961,error_rate_C=0.012555407801418445,error_rate_R=0.002183067375886523,error_rate_F=0.49482491134751766,psnr=38.84290476048246,ssim=0.9630223198774013,g_loss_on_discriminator=2.122564050745457,g_loss_on_encoder_MSE=0.0005250520800782783,g_loss_on_encoder_LPIPS=0.002636854151670048,g_loss_on_decoder_C=0.0009575287366850658,g_loss_on_decoder_R=0.0005606754727542718,g_loss_on_decoder_F=2.7019631188716418e-06,d_loss=1.9875678711749138, +Epoch 97 : 126 +g_loss=0.018466040898272966,error_rate_C=0.013885195035460996,error_rate_R=0.0026928191489361685,error_rate_F=0.5035682624113474,psnr=39.5863553108053,ssim=0.9687759819182944,g_loss_on_discriminator=2.0865214086593467,g_loss_on_encoder_MSE=0.00044196027552738707,g_loss_on_encoder_LPIPS=0.0021147523168226746,g_loss_on_decoder_C=0.0009977306560377908,g_loss_on_decoder_R=0.0006352328838399076,g_loss_on_decoder_F=2.165323177876494e-06,d_loss=2.0200184444163707, +Epoch 98 : 127 +g_loss=0.01704703823742556,error_rate_C=0.011258865248226951,error_rate_R=0.0014960106382978725,error_rate_F=0.4868683510638294,psnr=38.116196226566395,ssim=0.9591506947862342,g_loss_on_discriminator=2.1053851234151963,g_loss_on_encoder_MSE=0.0006192277301414969,g_loss_on_encoder_LPIPS=0.002843231212922392,g_loss_on_decoder_C=0.000906520827327845,g_loss_on_decoder_R=0.000512357116330098,g_loss_on_decoder_F=1.5027727707145923e-06,d_loss=1.9811960813846994, +Epoch 99 : 126 +g_loss=0.015853389433803076,error_rate_C=0.010383421985815601,error_rate_R=0.0011303191489361705,error_rate_F=0.5015514184397161,psnr=38.203406496250885,ssim=0.9589537169705046,g_loss_on_discriminator=2.0965174208296107,g_loss_on_encoder_MSE=0.0006072551007085341,g_loss_on_encoder_LPIPS=0.002890600276704719,g_loss_on_decoder_C=0.0007997584327816359,g_loss_on_decoder_R=0.000494756324073062,g_loss_on_decoder_F=1.7641582408056451e-06,d_loss=1.978151872437051, +Epoch 100 : 128 +g_loss=0.016506211185689144,error_rate_C=0.01041666666666667,error_rate_R=0.0017065602836879425,error_rate_F=0.49325132978723396,psnr=38.72271418064199,ssim=0.9636536085225166,g_loss_on_discriminator=2.1276254311521003,g_loss_on_encoder_MSE=0.0005392954968711104,g_loss_on_encoder_LPIPS=0.002471964338180074,g_loss_on_decoder_C=0.0008486806775490936,g_loss_on_decoder_R=0.0005529480656556924,g_loss_on_decoder_F=1.7959578979164864e-06,d_loss=2.0345364067148655, diff --git a/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/models/EC_90.pth b/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/models/EC_90.pth new file mode 100644 index 0000000000000000000000000000000000000000..e57d888102444a08ddc11490d1c5c4994ec3fe07 --- /dev/null +++ b/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/models/EC_90.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e68c51892d89cad7db525645f9f16082378b55869154d7e94456aaf6344126e0 +size 576648099 diff --git a/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/train_DualMark.yaml b/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/train_DualMark.yaml new file mode 100644 index 0000000000000000000000000000000000000000..53e92fd7b8a97f0944d237c9f551952d7d7954d7 --- /dev/null +++ b/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/train_DualMark.yaml @@ -0,0 +1,43 @@ +project_name: Dual_watermark +epoch_number: 100 +batch_size: 16 +lr: 0.0002 +beta1: 0.5 +image_size: 256 +message_length: 128 +message_range: 0.1 +attention_encoder: se +attention_decoder: se +weight: + - 1 # encoder + - 10 # decoder_C + - 10 # decoder_R + - 10 # decoder_F + - 0.1 # discriminator +dataset_path: /home/likaide/sda4/wxs/Dataset/dual_watermark/ +save_images_number: 8 +noise_layers: + pool_R: + - Identity() + - JpegTest() + - Resize() + - GaussianBlur() + - MedianBlur() + - Brightness() + - Contrast() + - Saturation() + - Hue() + #- FaceCrop() + #- FaceCropout() + - Dropout() + - SaltPepper() + - GaussianNoise() + pool_F: + #- FaceErase() + #- FaceEraseout() + - SimSwap() + - GANimation() + - StarGAN() + +# Identity()/JpegTest()/Resize()/GaussianBlur()/MedianBlur()/Brightness()/Contrast()/Saturation()/Hue()/FaceCrop()/FaceCropout()/Dropout()/SaltPepper()/GaussianNoise() +# FaceErase()/FaceEraseout()/SimSwap()/FaceSwap()/GANimation()/StarGAN() \ No newline at end of file diff --git a/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/train_log.txt b/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/train_log.txt new file mode 100644 index 0000000000000000000000000000000000000000..07faaf11eae1e8aef2fc5ceb632f200f41df35e6 --- /dev/null +++ b/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/train_log.txt @@ -0,0 +1,200 @@ +Epoch 1 : 2036 +g_loss=1.1969919848852058,error_rate_C=0.21538711513251135,error_rate_R=0.11718939149010299,error_rate_F=0.21627228636680368,psnr=12.822758747471703,ssim=0.06788473596017827,g_loss_on_discriminator=7.780807242191658,g_loss_on_encoder_MSE=0.24837096810597117,g_loss_on_encoder_LPIPS=0.859676001682168,g_loss_on_decoder_C=0.009245605933265613,g_loss_on_decoder_R=0.005236290575811398,g_loss_on_decoder_F=0.002572131849962124,d_loss=0.15703567198204202, +Epoch 2 : 2088 +g_loss=0.9010081205260817,error_rate_C=0.04560908564814815,error_rate_R=0.021428829778439153,error_rate_F=0.12079973862374811,psnr=18.591516906622225,ssim=0.40248833328643174,g_loss_on_discriminator=7.768278100818553,g_loss_on_encoder_MSE=0.05806924914448428,g_loss_on_encoder_LPIPS=0.33508677584508423,g_loss_on_decoder_C=0.0024680583826333985,g_loss_on_decoder_R=0.002642475507744445,g_loss_on_decoder_F=0.0015005712286062865,d_loss=0.1815638736311701, +Epoch 3 : 2144 +g_loss=0.8272678866075776,error_rate_C=0.04578702411954365,error_rate_R=0.03231758469446806,error_rate_F=0.1943825788779053,psnr=21.943355435416812,ssim=0.6413191236043102,g_loss_on_discriminator=7.403891847720222,g_loss_on_encoder_MSE=0.026750494559694613,g_loss_on_encoder_LPIPS=0.13817027757663733,g_loss_on_decoder_C=0.0024714791331447604,g_loss_on_decoder_R=0.00262995223806082,g_loss_on_decoder_F=0.0009113880292696955,d_loss=0.35980855777031845, +Epoch 4 : 2157 +g_loss=0.7390059836248242,error_rate_C=0.04002471485556028,error_rate_R=0.028998480902777776,error_rate_F=0.2547577434836782,psnr=24.37724096182162,ssim=0.740310551076339,g_loss_on_discriminator=6.725072881059041,g_loss_on_encoder_MSE=0.015106667265562075,g_loss_on_encoder_LPIPS=0.07988992383920406,g_loss_on_decoder_C=0.0023155658589087786,g_loss_on_decoder_R=0.0022429390025088592,g_loss_on_decoder_F=0.0005806967412604656,d_loss=0.6371977627967242, +Epoch 5 : 2161 +g_loss=0.6634706231573272,error_rate_C=0.03515043712797619,error_rate_R=0.01733403050890495,error_rate_F=0.305029306101781,psnr=26.57222490840488,ssim=0.7898359812756695,g_loss_on_discriminator=6.131473560181875,g_loss_on_encoder_MSE=0.009089197217555786,g_loss_on_encoder_LPIPS=0.059238534748416255,g_loss_on_decoder_C=0.0019783076745360628,g_loss_on_decoder_R=0.001758260248049049,g_loss_on_decoder_F=0.00038683800148983546,d_loss=0.8178125187636368, +Epoch 6 : 2147 +g_loss=0.577216189945974,error_rate_C=0.03533940160265495,error_rate_R=0.011941207689673092,error_rate_F=0.3999410962301587,psnr=28.034791711776975,ssim=0.8191990345401108,g_loss_on_discriminator=5.361536342157889,g_loss_on_encoder_MSE=0.006433292676105839,g_loss_on_encoder_LPIPS=0.04723734015884696,g_loss_on_decoder_C=0.0017890161311481193,g_loss_on_decoder_R=0.0014057209806562347,g_loss_on_decoder_F=0.00026818834890301335,d_loss=1.0431475404590842, +Epoch 7 : 2124 +g_loss=0.487245626294266,error_rate_C=0.03245164982225529,error_rate_R=0.009173542463860544,error_rate_F=0.4317037823158777,psnr=28.988801590349308,ssim=0.8362551299983232,g_loss_on_discriminator=4.533733864940664,g_loss_on_encoder_MSE=0.005149549654643076,g_loss_on_encoder_LPIPS=0.03819101536400104,g_loss_on_decoder_C=0.0015498820214782394,g_loss_on_decoder_R=0.0011328348984303404,g_loss_on_decoder_F=0.0001895514310346034,d_loss=1.3010784590212756, +Epoch 8 : 2133 +g_loss=0.4248467994430078,error_rate_C=0.0302469566385582,error_rate_R=0.00532971163725907,error_rate_F=0.43795488030281554,psnr=29.757292408161064,ssim=0.8425989505002107,g_loss_on_discriminator=3.965596410647902,g_loss_on_encoder_MSE=0.00433818373069039,g_loss_on_encoder_LPIPS=0.03627268082546021,g_loss_on_decoder_C=0.0013340421444992042,g_loss_on_decoder_R=0.0009140354920067472,g_loss_on_decoder_F=0.00014681920624247545,d_loss=1.4708667030094793, +Epoch 9 : 2128 +g_loss=0.3767236460532461,error_rate_C=0.02953409553925737,error_rate_R=0.0037835338128306877,error_rate_F=0.4712354641292281,psnr=30.260635421389626,ssim=0.8469079218055836,g_loss_on_discriminator=3.5158534018450944,g_loss_on_encoder_MSE=0.0038600822012297433,g_loss_on_encoder_LPIPS=0.034332842368967637,g_loss_on_decoder_C=0.0012710443126572365,g_loss_on_decoder_R=0.0007564980554138495,g_loss_on_decoder_F=0.00010027943669888252,d_loss=1.6027352340006955, +Epoch 10 : 2123 +g_loss=0.34224107007067356,error_rate_C=0.028740961445342026,error_rate_R=0.0026171764278628117,error_rate_F=0.4741185563852277,psnr=31.01165021285809,ssim=0.8573318747064423,g_loss_on_discriminator=3.1902745971604,g_loss_on_encoder_MSE=0.0032590079573555923,g_loss_on_encoder_LPIPS=0.03167342251935412,g_loss_on_decoder_C=0.0012125479594350696,g_loss_on_decoder_R=0.0006962569702491189,g_loss_on_decoder_F=8.665474961186606e-05,d_loss=1.698035346294837, +Epoch 11 : 2108 +g_loss=0.31578073395347156,error_rate_C=0.026259787769274373,error_rate_R=0.002135907531415344,error_rate_F=0.4690419814844341,psnr=31.813371509471267,ssim=0.8700827462647958,g_loss_on_discriminator=2.945502745253699,g_loss_on_encoder_MSE=0.002699424408896082,g_loss_on_encoder_LPIPS=0.02702228932163466,g_loss_on_decoder_C=0.0011417731751785453,g_loss_on_decoder_R=0.0006248513889264484,g_loss_on_decoder_F=8.647840855573839e-05,d_loss=1.7695787280955642, +Epoch 12 : 2111 +g_loss=0.29900506042219976,error_rate_C=0.02500545302756519,error_rate_R=0.002202940095308957,error_rate_F=0.4692826620665628,psnr=32.65500116600561,ssim=0.8822015496709991,g_loss_on_discriminator=2.7841621922752844,g_loss_on_encoder_MSE=0.0022188553994055837,g_loss_on_encoder_LPIPS=0.023454804605405246,g_loss_on_decoder_C=0.0011324637505620355,g_loss_on_decoder_R=0.0006298295033740855,g_loss_on_decoder_F=7.470480601455766e-05,d_loss=1.8120096742949159, +Epoch 13 : 2107 +g_loss=0.2858872925123525,error_rate_C=0.024727403982426302,error_rate_R=0.0018431879045020785,error_rate_F=0.47121987086935474,psnr=33.53489234460094,ssim=0.8930815532409325,g_loss_on_discriminator=2.663812426820634,g_loss_on_encoder_MSE=0.001811650884168336,g_loss_on_encoder_LPIPS=0.020578582129914254,g_loss_on_decoder_C=0.0011065641032781627,g_loss_on_decoder_R=0.0005988745250611808,g_loss_on_decoder_F=6.400080407173745e-05,d_loss=1.8490418950243601, +Epoch 14 : 2106 +g_loss=0.2806390042776469,error_rate_C=0.020667851016274566,error_rate_R=0.0015843305638227514,error_rate_F=0.45992103167221754,psnr=33.522771010323176,ssim=0.8708380613692854,g_loss_on_discriminator=2.6250568126086837,g_loss_on_encoder_MSE=0.0019464858172574726,g_loss_on_encoder_LPIPS=0.032795011972584734,g_loss_on_decoder_C=0.0009797674696596073,g_loss_on_decoder_R=0.0005523480160177098,g_loss_on_decoder_F=8.656773334355878e-05,d_loss=2.0279036377157484, +Epoch 15 : 2109 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a/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/val_log.txt b/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/val_log.txt new file mode 100644 index 0000000000000000000000000000000000000000..0cb829d3fbd3945fe072b33cb49553a54be67e7a --- /dev/null +++ b/SepMark/Dual_watermark_256_128_0.1_0.0002_0.5_se_se_1_10_10_10_0.1_2023_04_18_16_29_54/val_log.txt @@ -0,0 +1,200 @@ +Epoch 1 : 199 +g_loss=0.6528523548486385,error_rate_C=0.023728390957446808,error_rate_R=0.005641206781914893,error_rate_F=0.10672841173537234,psnr=15.780260507096635,ssim=0.17443057545956145,g_loss_on_discriminator=8.033197169608258,g_loss_on_encoder_MSE=0.10678205387468667,g_loss_on_encoder_LPIPS=0.5938014378573032,g_loss_on_decoder_C=0.0019261530232665307,g_loss_on_decoder_R=0.0020985637334462732,g_loss_on_decoder_F=0.0018803749788933969,d_loss=0.0454476531396838, +Epoch 2 : 209 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+g_loss=0.02376256819735182,error_rate_C=0.0030257854055851063,error_rate_R=2.0777925531914893e-05,error_rate_F=0.35739070811170215,psnr=37.228606751624575,ssim=0.9119503425156816,g_loss_on_discriminator=2.07657002768618,g_loss_on_encoder_MSE=0.0007596796903600718,g_loss_on_encoder_LPIPS=0.01420638843518781,g_loss_on_decoder_C=0.00041370666432603105,g_loss_on_decoder_R=0.0005344786496084936,g_loss_on_decoder_F=7.432666669825615e-06,d_loss=1.9421520474109244, +Epoch 99 : 207 +g_loss=0.017991466284234155,error_rate_C=0.004269863696808511,error_rate_R=1.558344414893617e-05,error_rate_F=0.5086540059840425,psnr=37.692731370317176,ssim=0.9213486342354024,g_loss_on_discriminator=2.0428345976991857,g_loss_on_encoder_MSE=0.0006823427876100895,g_loss_on_encoder_LPIPS=0.010739325218774538,g_loss_on_decoder_C=0.00047653132849595844,g_loss_on_decoder_R=0.0002450885062995788,g_loss_on_decoder_F=3.5942856907893733e-06,d_loss=1.9840927675683449, +Epoch 100 : 208 +g_loss=0.019031846445014187,error_rate_C=0.0034569273603723403,error_rate_R=5.194481382978723e-06,error_rate_F=0.5409818608710106,psnr=37.01257537273651,ssim=0.9129549258566917,g_loss_on_discriminator=2.0466817959826042,g_loss_on_encoder_MSE=0.0007976325742152341,g_loss_on_encoder_LPIPS=0.012965209653323635,g_loss_on_decoder_C=0.0003925255260834634,g_loss_on_decoder_R=0.0002083571212774296,g_loss_on_decoder_F=5.781038693351335e-06,d_loss=1.9676138955227873, diff --git a/StegaStamp/stega_stamp.onnx b/StegaStamp/stega_stamp.onnx new file mode 100644 index 0000000000000000000000000000000000000000..999eaf44a686fe2c953d78922a157076997b5c1f --- /dev/null +++ b/StegaStamp/stega_stamp.onnx @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:369f8134f4e35da9659777f02468f4200c256d14742b9702f2ac28808da675e2 +size 218974214 diff --git a/TrustMark/models/README.md b/TrustMark/models/README.md new file mode 100644 index 0000000000000000000000000000000000000000..96d60a1493d383affd0bafa2b3a527ff5dfc0b1e --- /dev/null +++ b/TrustMark/models/README.md @@ -0,0 +1 @@ +Models will be fetched to this folder on first use diff --git a/TrustMark/models/decoder_P.ckpt b/TrustMark/models/decoder_P.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..2532eb092b62dae18ebdeffe1b1655a629ff2d25 --- /dev/null +++ b/TrustMark/models/decoder_P.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f5f1d570c889c5908c6e4a28c07dc90cf33990ebaf24037254ebe0b8849b1bdc +size 47647180 diff --git a/TrustMark/models/decoder_Q.ckpt b/TrustMark/models/decoder_Q.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..df26de7bd4d207f0dfe14092ddf681d4201eda02 --- /dev/null +++ b/TrustMark/models/decoder_Q.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e3d9cea5406a26590735719f8f15cb10802b11852ae69047eaf4cf17214df781 +size 47652460 diff --git a/TrustMark/models/encoder_P.ckpt b/TrustMark/models/encoder_P.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..be1c226161c005c5c90a3fe323eee42a6553ccbe --- /dev/null +++ b/TrustMark/models/encoder_P.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:659d427f72d16eea4e8fbda175ae72e3a78830dc6cf44b63642a5a4b28a2b4e2 +size 17301306 diff --git a/TrustMark/models/encoder_Q.ckpt b/TrustMark/models/encoder_Q.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..964a7ccd43e2ffe74e34d1ff862df711770234a2 --- /dev/null +++ b/TrustMark/models/encoder_Q.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dc382c3f6b4fd568b27d6fbb763d6ffc2d2587126d84afe9d5ee95b4c5d99826 +size 17302074 diff --git a/TrustMark/models/trustmark_P.yaml b/TrustMark/models/trustmark_P.yaml new file mode 100644 index 0000000000000000000000000000000000000000..20c63343ba0eb362f0537e1f7bc29d3838ed86de --- /dev/null +++ b/TrustMark/models/trustmark_P.yaml @@ -0,0 +1,85 @@ +model: + target: networks.TrustMark.model.TrustMark_Arch + params: + cover_key: "image" + secret_key: "secret" + secret_len: 100 + resolution: 256 + use_ema: False + lr_scheduler: CosineAnnealingRestartCyclicLR + + secret_encoder_config: + target: networks.TrustMark.unet.Unet1 + params: + width: 32 + ndown: 4 + nmiddle: 1 + activ: silu + + secret_decoder_config: + target: networks.TrustMark.unet.SecretDecoder + params: + arch: resnet50 + + discriminator_config: + target: networks.TrustMark.munit.MsDCDisGP + params: + gp_weight: 10.0 + num_scales: 1 + norm: none + + loss_config: + target: networks.TrustMark.loss.ImageSecretLoss + params: + recon_type: ffl+yuv + recon_weight: 1.5 + perceptual_weight: 1.0 + kl_weight: 0.0 + secret_weight: 20.0 + generator_weight: 0.5 + discriminator_weight: 1.0 + generator_update_freq: 2 + max_image_weight_ratio: 27.5 + + noise_config: + target: networks.TrustMark.utils.transformations2.TransformNet + params: + ramp: 10000 + severity: high + crop_mode: resized_crop + gamma: false # this cause issue + +data: + target: networks.TrustMark.utils.imgcap_dataset.DataModuleFromConfig + params: + batch_size: 32 + num_workers: 4 + wrap: false + use_worker_init_fn: true + +lightning: + callbacks: + image_logger: + target: networks.TrustMark.logger.ImageLogger + params: + batch_frequency: 5000 + max_images: 4 + increase_log_steps: False + fixed_input: True # log the same image batch + progress_bar: + target: lightning.pytorch.callbacks.TQDMProgressBar + params: + refresh_rate: 100 + checkpoint: + target: lightning.pytorch.callbacks.ModelCheckpoint + params: + verbose: true + filename: '{epoch:06}-{step:09}' + every_n_train_steps: 10000 + + trainer: + benchmark: True + base_learning_rate: 4e-6 + lr_mult: true + accumulate_grad_batches: 1 + max_epochs: 150 diff --git a/TrustMark/models/trustmark_Q.yaml b/TrustMark/models/trustmark_Q.yaml new file mode 100644 index 0000000000000000000000000000000000000000..20c63343ba0eb362f0537e1f7bc29d3838ed86de --- /dev/null +++ b/TrustMark/models/trustmark_Q.yaml @@ -0,0 +1,85 @@ +model: + target: networks.TrustMark.model.TrustMark_Arch + params: + cover_key: "image" + secret_key: "secret" + secret_len: 100 + resolution: 256 + use_ema: False + lr_scheduler: CosineAnnealingRestartCyclicLR + + secret_encoder_config: + target: networks.TrustMark.unet.Unet1 + params: + width: 32 + ndown: 4 + nmiddle: 1 + activ: silu + + secret_decoder_config: + target: networks.TrustMark.unet.SecretDecoder + params: + arch: resnet50 + + discriminator_config: + target: networks.TrustMark.munit.MsDCDisGP + params: + gp_weight: 10.0 + num_scales: 1 + norm: none + + loss_config: + target: networks.TrustMark.loss.ImageSecretLoss + params: + recon_type: ffl+yuv + recon_weight: 1.5 + perceptual_weight: 1.0 + kl_weight: 0.0 + secret_weight: 20.0 + generator_weight: 0.5 + discriminator_weight: 1.0 + generator_update_freq: 2 + max_image_weight_ratio: 27.5 + + noise_config: + target: networks.TrustMark.utils.transformations2.TransformNet + params: + ramp: 10000 + severity: high + crop_mode: resized_crop + gamma: false # this cause issue + +data: + target: networks.TrustMark.utils.imgcap_dataset.DataModuleFromConfig + params: + batch_size: 32 + num_workers: 4 + wrap: false + use_worker_init_fn: true + +lightning: + callbacks: + image_logger: + target: networks.TrustMark.logger.ImageLogger + params: + batch_frequency: 5000 + max_images: 4 + increase_log_steps: False + fixed_input: True # log the same image batch + progress_bar: + target: lightning.pytorch.callbacks.TQDMProgressBar + params: + refresh_rate: 100 + checkpoint: + target: lightning.pytorch.callbacks.ModelCheckpoint + params: + verbose: true + filename: '{epoch:06}-{step:09}' + every_n_train_steps: 10000 + + trainer: + benchmark: True + base_learning_rate: 4e-6 + lr_mult: true + accumulate_grad_batches: 1 + max_epochs: 150 diff --git a/TrustMark/models/trustmark_rm_P.ckpt b/TrustMark/models/trustmark_rm_P.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..0bc2dadb093eee3c88416660f1ee4785d2062ecc --- /dev/null +++ b/TrustMark/models/trustmark_rm_P.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:35524f58b33b6977f0c537b4e494327f65fee386c53cf87e7aaa2ebbfd1c7909 +size 77069622 diff --git a/TrustMark/models/trustmark_rm_P.yaml b/TrustMark/models/trustmark_rm_P.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d38b744253d311f7bdb10ce7525137fb498bf832 --- /dev/null +++ b/TrustMark/models/trustmark_rm_P.yaml @@ -0,0 +1,70 @@ +model: + target: networks.TrustMark.denoise.WMRemover + params: + cover_key: image + secret_key: secret + secret_embedder_config_path: weights/TrustMark/models/trustmark_P.yaml + secret_embedder_ckpt_path: weights/TrustMark/models/decoder_P.ckpt + denoise_config: + target: networks.TrustMark.KBNet.kbnet_s_arch.KBNet_s + params: + lightweight: true + width: 32 + ffn_scale: 1.5 + middle_blk_num: 12 + enc_blk_nums: + - 2 + - 2 + - 4 + - 8 + dec_blk_nums: + - 2 + - 2 + - 2 + - 2 + loss_config: + target: models.loss.WMRemoverLossSimple + params: + recon_type: rgb + recon_weight: 1 + secret_weight: 0.0001 + discriminator_config: + target: networks.TrustMark.munit.MsDCDisGP + params: + gp_weight: 10.0 + num_scales: 1 + norm: none + + +data: + target: networks.TrustMark.utils.imgcap_dataset.DataModuleFromConfig + params: + batch_size: 24 + num_workers: 4 + wrap: false + use_worker_init_fn: true +lightning: + callbacks: + image_logger: + target: networks.TrustMark.logger.ImageLogger + params: + batch_frequency: 5000 + max_images: 4 + increase_log_steps: false + fixed_input: true + progress_bar: + target: lightning.pytorch.callbacks.TQDMProgressBar + params: + refresh_rate: 100 + checkpoint: + target: lightning.pytorch.callbacks.ModelCheckpoint + params: + verbose: true + filename: '{epoch:06}-{step:09}' + every_n_train_steps: 10000 + trainer: + benchmark: true + base_learning_rate: 0.0003 + lr_mult: false + accumulate_grad_batches: 1 + max_epochs: 100 diff --git a/TrustMark/models/trustmark_rm_Q.ckpt b/TrustMark/models/trustmark_rm_Q.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..2b4cdf166563fc39b3058b86f13da0cfb4a62e55 --- /dev/null +++ b/TrustMark/models/trustmark_rm_Q.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb23dc28b69104ae551286f63da6e965d269f715a87748e3ae7fe0d790f7dc9a +size 77081406 diff --git a/TrustMark/models/trustmark_rm_Q.yaml b/TrustMark/models/trustmark_rm_Q.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4742080ee86eafde33b9fc57b6aa63617a7f0931 --- /dev/null +++ b/TrustMark/models/trustmark_rm_Q.yaml @@ -0,0 +1,70 @@ +model: + target: networks.TrustMark.denoise.WMRemover + params: + cover_key: image + secret_key: secret + secret_embedder_config_path: trustmark/models/project.yaml + secret_embedder_ckpt_path: trustmark/models/last.ckpt + denoise_config: + target: networks.TrustMark.KBNet.kbnet_s_arch.KBNet_s + params: + lightweight: true + width: 32 + ffn_scale: 1.5 + middle_blk_num: 12 + enc_blk_nums: + - 2 + - 2 + - 4 + - 8 + dec_blk_nums: + - 2 + - 2 + - 2 + - 2 + loss_config: + target: models.loss.WMRemoverLossSimple + params: + recon_type: rgb + recon_weight: 1 + secret_weight: 0.0001 + discriminator_config: + target: networks.TrustMark.munit.MsDCDisGP + params: + gp_weight: 10.0 + num_scales: 1 + norm: none + + +data: + target: networks.TrustMark.utils.imgcap_dataset.DataModuleFromConfig + params: + batch_size: 24 + num_workers: 4 + wrap: false + use_worker_init_fn: true +lightning: + callbacks: + image_logger: + target: networks.TrustMark.logger.ImageLogger + params: + batch_frequency: 5000 + max_images: 4 + increase_log_steps: false + fixed_input: true + progress_bar: + target: lightning.pytorch.callbacks.TQDMProgressBar + params: + refresh_rate: 100 + checkpoint: + target: lightning.pytorch.callbacks.ModelCheckpoint + params: + verbose: true + filename: '{epoch:06}-{step:09}' + every_n_train_steps: 10000 + trainer: + benchmark: true + base_learning_rate: 0.0003 + lr_mult: false + accumulate_grad_batches: 1 + max_epochs: 100 diff --git a/VINE/VINE-B-Dec/.gitattributes b/VINE/VINE-B-Dec/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/VINE/VINE-B-Dec/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs 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+*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/VINE/VINE-B-Dec/README.md b/VINE/VINE-B-Dec/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f3b82bfa9404ebd90bd960333ad8f50efa2f558e --- /dev/null +++ b/VINE/VINE-B-Dec/README.md @@ -0,0 +1,11 @@ +--- +tags: +- image-watermarking +license: mit +language: +- en +--- + +This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration: +- Docs: https://github.com/Shilin-LU/VINE +- arXiv: https://arxiv.org/abs/2410.18775 \ No newline at end of file diff --git a/VINE/VINE-B-Dec/config.json b/VINE/VINE-B-Dec/config.json new file mode 100644 index 0000000000000000000000000000000000000000..54c5ce7405251387bacbeb7cceb2a8fb631649aa --- /dev/null +++ b/VINE/VINE-B-Dec/config.json @@ -0,0 +1,5 @@ +{ + "ckpt_path": null, + "device": null, + "secret_size": 100 +} \ No newline at end of file diff --git a/VINE/VINE-B-Dec/model.safetensors b/VINE/VINE-B-Dec/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..7e96bdd97a59e093c16339ae87c402ca7731b4a1 --- /dev/null +++ b/VINE/VINE-B-Dec/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:625c016e67aba4a15bb4b745d14ae36b1514467333cdf600892de544134ba65e +size 354802864 diff --git a/VINE/VINE-B-Enc/.gitattributes b/VINE/VINE-B-Enc/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/VINE/VINE-B-Enc/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs 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+*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/VINE/VINE-B-Enc/README.md b/VINE/VINE-B-Enc/README.md new file mode 100644 index 0000000000000000000000000000000000000000..0dc92e8b5485fc81f6a67958fb17858233a917e9 --- /dev/null +++ b/VINE/VINE-B-Enc/README.md @@ -0,0 +1,13 @@ +--- +tags: +- image_watermarking +license: mit +language: +- en +base_model: +- stabilityai/sdxl-turbo +pipeline_tag: image-to-image +--- +This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration: +- Docs: https://github.com/Shilin-LU/VINE +- arXiv: https://arxiv.org/abs/2410.18775 \ No newline at end of file diff --git a/VINE/VINE-B-Enc/config.json b/VINE/VINE-B-Enc/config.json new file mode 100644 index 0000000000000000000000000000000000000000..fa3e74f4c124ec6700d52d3f12356606086814ff --- /dev/null +++ b/VINE/VINE-B-Enc/config.json @@ -0,0 +1,4 @@ +{ + "ckpt_path": null, + "device": "cuda" +} \ No newline at end of file diff --git a/VINE/VINE-B-Enc/model.safetensors b/VINE/VINE-B-Enc/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..9e16503ac495f4f22a27d4e8cdb23ff630264462 --- /dev/null +++ b/VINE/VINE-B-Enc/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e878a91f4867c48d6f4f0849ac89ff9ae681fb606ef15720fdd28f68e800352d +size 4019166704 diff --git a/VINE/VINE-R-Dec/.gitattributes b/VINE/VINE-R-Dec/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/VINE/VINE-R-Dec/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs 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+*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/VINE/VINE-R-Dec/README.md b/VINE/VINE-R-Dec/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f3b82bfa9404ebd90bd960333ad8f50efa2f558e --- /dev/null +++ b/VINE/VINE-R-Dec/README.md @@ -0,0 +1,11 @@ +--- +tags: +- image-watermarking +license: mit +language: +- en +--- + +This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration: +- Docs: https://github.com/Shilin-LU/VINE +- arXiv: https://arxiv.org/abs/2410.18775 \ No newline at end of file diff --git a/VINE/VINE-R-Dec/config.json b/VINE/VINE-R-Dec/config.json new file mode 100644 index 0000000000000000000000000000000000000000..54c5ce7405251387bacbeb7cceb2a8fb631649aa --- /dev/null +++ b/VINE/VINE-R-Dec/config.json @@ -0,0 +1,5 @@ +{ + "ckpt_path": null, + "device": null, + "secret_size": 100 +} \ No newline at end of file diff --git a/VINE/VINE-R-Dec/model.safetensors b/VINE/VINE-R-Dec/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..de15e1b0c3e19be06b9767293f10ddd2f5646195 --- /dev/null +++ b/VINE/VINE-R-Dec/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9aded1fc22efe47bdafc8f436f81953cd06bde1d6c7242f86bf101c020d7eea0 +size 354802864 diff --git a/VINE/VINE-R-Enc/.gitattributes b/VINE/VINE-R-Enc/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b --- /dev/null +++ b/VINE/VINE-R-Enc/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/VINE/VINE-R-Enc/README.md b/VINE/VINE-R-Enc/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f892348349359e23157f20ec8037e65da47577c4 --- /dev/null +++ b/VINE/VINE-R-Enc/README.md @@ -0,0 +1,16 @@ +--- +tags: +- image_watermarking +license: mit +datasets: +- BleachNick/UltraEdit +language: +- en +base_model: +- stabilityai/sdxl-turbo +pipeline_tag: image-to-image +--- + +This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration: +- Docs: https://github.com/Shilin-LU/VINE +- arXiv: https://arxiv.org/abs/2410.18775 \ No newline at end of file diff --git a/VINE/VINE-R-Enc/config.json b/VINE/VINE-R-Enc/config.json new file mode 100644 index 0000000000000000000000000000000000000000..fa3e74f4c124ec6700d52d3f12356606086814ff --- /dev/null +++ b/VINE/VINE-R-Enc/config.json @@ -0,0 +1,4 @@ +{ + "ckpt_path": null, + "device": "cuda" +} \ No newline at end of file diff --git a/VINE/VINE-R-Enc/model.safetensors b/VINE/VINE-R-Enc/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..c6f143e16411099e96fe028feea09d467c665987 --- /dev/null +++ b/VINE/VINE-R-Enc/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:16bf5f2acf5f7d5f00570431f5dc9dd61a8e95f828a2f68483ffe06448293dd6 +size 4019166704 diff --git a/WAM/configs/all_augs.yaml b/WAM/configs/all_augs.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ea4ca20a136b4a74f77f1abe41ca4169d9cf030a --- /dev/null +++ b/WAM/configs/all_augs.yaml @@ -0,0 +1,67 @@ +# Mask kind. Choose between mixed, full, etc. +masks: + kind: mixed + invert_proba: 0.5 + irregular_proba: 0.25 + box_proba: 0.25 + full_proba: 0.25 + segm_proba: 0.25 + +# The probability of applying the augmentation. +augs: + identity: 1 + jpeg: 1 + resize: 1 + crop: 1 + rotate: 1 + hflip: 1 + perspective: 1 + gaussian_blur: 1 + median_filter: 1 + brightness: 1 + contrast: 1 + saturation: 1 + hue: 1 + crop_resize_pad: 2 + +augs_params: + resize: + min_size: 0.7 + max_size: 1.5 + crop: + min_size: 0.33 + max_size: 1.0 + rotate: + min_angle: -10 + max_angle: 10 + perspective: + min_distortion_scale: 0.1 + max_distortion_scale: 0.5 + jpeg: + min_quality: 40 + max_quality: 80 + gaussian_blur: + # sigma = 0.3 * ((kernel_size - 1) * 0.5 - 1) + 0.8 + min_kernel_size: 3 + max_kernel_size: 17 + median_filter: + min_kernel_size: 3 + max_kernel_size: 7 + brightness: + min_factor: 0.5 + max_factor: 2 + contrast: + min_factor: 0.5 + max_factor: 2.0 + saturation: + min_factor: 0.5 + max_factor: 2 + hue: + min_factor: -0.1 + max_factor: 0.1 + crop_resize_pad: + 'resize_min': 0.7 + 'resize_max': 1.5 + 'crop_min': 0.5 + 'crop_max': 0.66 + \ No newline at end of file diff --git a/WAM/configs/all_augs_multi_wm.yaml b/WAM/configs/all_augs_multi_wm.yaml new file mode 100644 index 0000000000000000000000000000000000000000..be32bc6de227c4374df984ad07b3671fa6e1c321 --- /dev/null +++ b/WAM/configs/all_augs_multi_wm.yaml @@ -0,0 +1,72 @@ +# Mask kind. Choose between mixed, full, etc. +masks: + kind: mixed + invert_proba: 0.5 + irregular_proba: 0.16 + box_proba: 0.5 + full_proba: 0.16 + segm_proba: 0.18 + box_kwargs: + margin: 10 + bbox_min_size: 30 + bbox_max_size: 100 + min_times: 1 + max_times: 3 + +# The probability of applying the augmentation. +augs: + identity: 1 + jpeg: 1 + resize: 1 + crop: 1 + rotate: 1 + hflip: 1 + perspective: 1 + gaussian_blur: 1 + median_filter: 1 + brightness: 1 + contrast: 1 + saturation: 1 + hue: 1 + crop_resize_pad: 2 + +augs_params: + resize: + min_size: 0.7 + max_size: 1.5 + crop: + min_size: 0.33 + max_size: 1.0 + rotate: + min_angle: -10 + max_angle: 10 + perspective: + min_distortion_scale: 0.1 + max_distortion_scale: 0.5 + jpeg: + min_quality: 40 + max_quality: 80 + gaussian_blur: + # sigma = 0.3 * ((kernel_size - 1) * 0.5 - 1) + 0.8 + min_kernel_size: 3 + max_kernel_size: 17 + median_filter: + min_kernel_size: 3 + max_kernel_size: 7 + brightness: + min_factor: 0.5 + max_factor: 2 + contrast: + min_factor: 0.5 + max_factor: 2.0 + saturation: + min_factor: 0.5 + max_factor: 2 + hue: + min_factor: -0.1 + max_factor: 0.1 + crop_resize_pad: + 'resize_min': 0.7 + 'resize_max': 1.5 + 'crop_min': 0.5 + 'crop_max': 0.66 \ No newline at end of file diff --git a/WAM/configs/attenuation.yaml b/WAM/configs/attenuation.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0d732d60e7882f447281a74b89f6c0868de5f982 --- /dev/null +++ b/WAM/configs/attenuation.yaml @@ -0,0 +1,20 @@ +jnd_1_1: + in_channels: 1 + out_channels: 1 + +jnd_3_3: + in_channels: 3 + out_channels: 3 + +jnd_1_3: + in_channels: 1 + out_channels: 3 + +jnd_1_3_blue: + in_channels: 1 + out_channels: 3 + blue: True + +jnd_3_1: + in_channels: 3 + out_channels: 1 \ No newline at end of file diff --git a/WAM/configs/embedder.yaml b/WAM/configs/embedder.yaml new file mode 100644 index 0000000000000000000000000000000000000000..43f82f7a84e3b08f9d95f886297cf82736bcc57a --- /dev/null +++ b/WAM/configs/embedder.yaml @@ -0,0 +1,57 @@ +model: vae_small + +vae_small: + msg_processor: + nbits: 16 + hidden_size: 32 # nbits * 2 + msg_processor_type: 'binary+concat' + encoder: + in_channels: 3 + z_channels: 4 + resolution: 256 # only used for attn_resolutions + out_ch: 3 + ch: 32 + ch_mult: [1, 1, 1, 2] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + double_z: False + decoder: + in_channels: 3 + z_channels: 36 # hidden_size + z_channels + resolution: 256 + out_ch: 3 + ch: 32 + ch_mult: [1, 1, 1, 2] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + tanh_out: True + +vae_big: + msg_processor: + nbits: 16 + hidden_size: 32 # nbits * 2 + msg_processor_type: 'binary+concat' + encoder: + in_channels: 3 + z_channels: 4 + resolution: 256 # only used for attn_resolutions + out_ch: 3 + ch: 64 + ch_mult: [1, 1, 2, 2] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + double_z: False + decoder: + in_channels: 3 + z_channels: 36 # hidden_size + z_channels + resolution: 256 + out_ch: 3 + ch: 64 + ch_mult: [1, 1, 2, 2] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + tanh_out: True diff --git a/WAM/configs/extractor.yaml b/WAM/configs/extractor.yaml new file mode 100644 index 0000000000000000000000000000000000000000..17115cc01b9b8ce75cb4928d61c4d572ad9aa600 --- /dev/null +++ b/WAM/configs/extractor.yaml @@ -0,0 +1,61 @@ +model: sam_base + +sam_tiny: + encoder: + img_size: 256 + embed_dim: 192 + out_chans: 192 + depth: 12 + num_heads: 3 + patch_size: 16 + global_attn_indexes: [2, 5, 8, 11] + window_size: 8 + mlp_ratio: 4 + qkv_bias: True + use_rel_pos: True + pixel_decoder: + upscale_stages: [4, 2, 2] # 4*2*2 = x16 (patch size) + embed_dim: 192 # = encoder.out_chans + nbits: 16 + sigmoid_output: False + upscale_type: 'bilinear' # 'pixelshuffle', 'nearest', 'conv', 'bilinear' + +sam_small: + encoder: + img_size: 256 + embed_dim: 384 + out_chans: 384 + depth: 12 + num_heads: 6 + patch_size: 16 + global_attn_indexes: [2, 5, 8, 11] + window_size: 8 + mlp_ratio: 4 + qkv_bias: True + use_rel_pos: True + pixel_decoder: + upscale_stages: [4, 2, 2] # 4*2*2 = x16 (patch size) + embed_dim: 384 # = encoder.out_chans + nbits: 16 + sigmoid_output: False + upscale_type: 'bilinear' # 'pixelshuffle', 'nearest', 'conv', 'bilinear' + +sam_base: + encoder: + img_size: 256 + embed_dim: 768 + out_chans: 768 + depth: 12 + num_heads: 12 + patch_size: 16 + global_attn_indexes: [2, 5, 8, 11] + window_size: 8 + mlp_ratio: 4 + qkv_bias: True + use_rel_pos: True + pixel_decoder: + upscale_stages: [4, 2, 2] # 4*2*2 = x16 (patch size) + embed_dim: 768 # = encoder.out_chans + nbits: 16 + sigmoid_output: False + upscale_type: 'bilinear' # 'pixelshuffle', 'nearest', 'conv', 'bilinear' diff --git a/WAM/params.json b/WAM/params.json new file mode 100644 index 0000000000000000000000000000000000000000..7a3b36a41754bae706b7d2d7027cb61448f46ab3 --- /dev/null +++ b/WAM/params.json @@ -0,0 +1 @@ +{"embedder_config": "weights/WAM/configs/embedder.yaml", "augmentation_config": "weights/WAM/configs/all_augs_multi_wm.yaml", "extractor_config": "weights/WAM/configs/extractor.yaml", "attenuation_config": "weights/WAM/configs/attenuation.yaml", "embedder_model": "vae_small", "extractor_model": "sam_base", "nbits": 32, "img_size": 256, "img_size_extractor": 256, "attenuation": "jnd_1_3_blue", "scaling_w": 2.0, "scaling_w_schedule": null, "scaling_i": 1.0, "roll_probability": 0.2, "multiple_w": 1.0, "nb_wm_eval": 5, "optimizer": "AdamW,lr=1e-4", "optimizer_d": null, "scheduler": "CosineLRScheduler,lr_min=1e-6,t_initial=100,warmup_lr_init=1e-6,warmup_t=5", "epochs": 200, "batch_size": 8, "batch_size_eval": 16, "temperature": 1.0, "workers": 8, "to_freeze_embedder": null, "lambda_w": 1.0, "lambda_w2": 6.0, "lambda_i": 0.0, "lambda_d": 0.0, "balanced": true, "total_gnorm": 0.0, "perceptual_loss": "none", "disc_start": 0, "disc_num_layers": 2, "only_eval": false, "eval_freq": 5, "saveimg_freq": 5, "saveckpt_freq": 50, "seed": 42, "debug_slurm": false, "local_rank": 0, "master_port": 18482, "is_slurm_job": true, "n_nodes": 1, "node_id": 0, "global_rank": 0, "world_size": 8, "n_gpu_per_node": 8, "is_master": true, "multi_node": false, "distributed": true} diff --git a/WAM/wam_mit.pth b/WAM/wam_mit.pth new file mode 100644 index 0000000000000000000000000000000000000000..631d14334f6c9c3c0e4c2722970c7140f3d8d613 --- /dev/null +++ b/WAM/wam_mit.pth @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:90ef232384e023bd63245eb0c131abd69d2afc7b8f17a71ccedceb542bf009e2 +size 377825938