kraken-medieval-german-v2

Handwritten-text-recognition model trained on the serving-atr-inference training service. These are the weights of the best validation checkpoint of the run below — not its last epoch.

Base model

Fine-tuned from CATMuS Medieval (10.5281/zenodo.15030337, Pinche & Clérice 2025): a kraken HTR model for medieval manuscripts in Old and Middle French, Latin, Spanish and Italian, trained on graphematic transcriptions.

The training request named that base kraken-early_modern_german, the id it carried in this project's gateway registry at the time. That id was wrong. It described "early modern German, Kurrent, 16th–17th c." while the DOI behind it is CATMuS Medieval, which is neither German nor Kurrent nor early modern. The registry was corrected on 2026-10-01 (serving-atr-inference#101, #198) and the same DOI is now served as kraken-catmus_medieval. The weights this model was fine-tuned from are unchanged; only their name was.

Evaluation

metric	value
CER	21.31 %
WER	59.70 %
samples scored	—
characters scored	882255
character errors	188022

Measured on this run's own held-out validation split (page-level and seeded, so no page contributes lines to both sides). It is not a score on a shared benchmark and does not transfer to a different corpus.

Input: a page, and kraken segments it

Pass the page: kraken's own baseline segmentation (blla) finds the lines and this recogniser reads them one at a time — which is also the shape the CER below was measured in. The model never sees a whole page as a single input, so a line-level score is what it has. If you already have line polygons or crops, give kraken those instead of a scan.

This is the opposite arrangement from the VLM fine-tunes beside it (qwen3vl-german-xix-v2 and siblings): those are asked for one line per call because a page comes back as a fragment (thodel/serving-atr-inference#165).

Training data

• dh-unibe/image-text_rats-und-richtebuecher_xv-xvi
  • Training projects: Rats-undRichtebücher_MF_1_3543, Rats-undRichtebücher_MF_1_3544, Rats-undRichtebücher_MF_1_3545, Rats-undRichtebücher_MF_1_3546, Rats-undRichtebücher_MF_1_3547, Rats-undRichtebücher_MF_1_3548, Rats-undRichtebücher_MF_1_3549, Rats-undRichtebücher_MF_1_3550, Rats-undRichtebücher_MF_1_3551, Rats-undRichtebücher_MF_1_3552, Rats-undRichtebücher_MF_1_3553, Rats-undRichtebücher_MF_1_3554, Rats-undRichtebücher_MF_1_3555, Rats-undRichtebücher_MF_1_3556, Rats-undRichtebücher_MF_1_3557, Rats-undRichtebücher_MF_1_3558, Rats-undRichtebücher_MF_1_3559, Rats-undRichtebücher_MF_1_3560, Rats-undRichtebücher_MF_1_3561, Rats-undRichtebücher_MF_1_3562, Rats-undRichtebücher_MF_1_3563, Rats-undRichtebücher_MF_1_3564, Rats-undRichtebücher_MF_1_3565, Rats-undRichtebücher_MF_1_3566, Rats-undRichtebücher_MF_1_3567, Rats-undRichtebücher_MF_1_3568, Rats-undRichtebücher_MF_1_3569, Rats-undRichtebücher_MF_1_3570, Rats-undRichtebücher_MF_1_3571, Rats-undRichtebücher_MF_1_3572, Rats-undRichtebücher_MF_1_3573, Rats-undRichtebücher_MF_1_3574, Rats-undRichtebücher_MF_1_3575, TRAINING_VALIDATION_SET_Richtebuecher_M1, Test_MF_1_3556_p_204, escript_test, escript_test_2
  • Evaluation: a seeded page-level split of the training projects (partition=0.9, seed=42)
• dh-unibe/image-text_bullinger-autoren
  • Training projects: 0008_Aberlin_Joachim, 0049_Adlischwyler_Hans_Jakob, 0066_Adlischwyler_Johannes, 0152_Altieri_Baldassare, 0164_Amerbach_Bonifacius, 0179_Aquilomontanus_Hermann, 0224_a_Lasco_Johannes, 0257_Beyel_Werner, 0260_Bucher_Melchior, 0261_Buchser_Johannes, 0278_Bartholomäus_Adam, 0315_Bedrot_Jakob, 0319_Belényesi_Gergely, 0328_Bersius_Marcus, 0330_Bertlin_Bartholomäus, 0343_Biberli_Lienhart, 0350_Bing_Simon, 0351_Birck_Sixt, 0391_Bitter_Dietrich, 0392_Blarer_Ambrosius, 0396_Blasius_Johannes, 0403_Blankenheim_Lorenz, 0405_Blarer_Thomas, 0431_Boltz_Valentin, 0437_Borrhaus_Martin, 0459_Brennwald_Heinrich, 0461_Brunner_Fridolin, 0465_Brunner_Leonhard, 0467_Bucer_Martin, 0495_Bullinger_Heinrich, 0505_Burcher_John, 0506_Butler_John, 0536_Caesarius_Johannes, 0540_Calvin_Johannes, 0578_Capito_Wolfgang, 0581_Cassander_Georg, 0599_Claudius_Matthias, 0646_Coletto_Andrea, 0654_Comander_Johannes, 0659_Comte_Béat, 0667_Cousin_Gilbert, 0671_Coverdale_Miles, 0703_Crodel_Markus, 0714_Curione_Celio_Secondo, 0756_Distel_Georg, 0761_Danmatter_Christian, 0840_Drome_Michael, 0985_de_Hotot_Jean, 0987_del_Prato_Bartolomeo, 0991_Edelmann_Martin, 1001_Eliott_Nicholas, 1010_Erb_Matthias, 1039_Euander_Benedikt, 1041_Edlibach_Hans, 1045_Fischer_Ulrich, 1047_Frosch_Johannes, 1049_Farel_Guillaume, 1055_Frecht_Martin, 1056_Frick_Konrad, 1057_Fuchs_Peter, 1083_Schmid_aus_Bergheim_Johannes, 1184_Frey_Johannes_Leopold, 1185_Frey_Johann_Leopold, 1188_Frey_Johannes, 1214_Fries_Johannes, 1218_Frölich_Georg, 1250_Furtmüller_Johann_Valentin, 1262_Gallicius_Philipp, 1278_Gast_Johannes, 1286_Gessner_Konrad, 1309_Grübel_Sebastian, 1365_Grynäus_Simon, 1381_Gwalther_Rudolf, 1384_Geldenhauer_Gerhard, 1385_Gering_Beat, 1387_Gassner_Thomas, 1388_Guldi_Niklaus, 1391_Haller_Berchtold, 1393_Hegner_Gebhart, 1395_Hewer_Jakob, 1396_Hirt_Balthasar, 1399_Huber_Peter, 1402_Im_Haag_Peter, 1406_Haller_Sulpitius, 1407_Heim_Luzi, 1409_Hentius_Martin, 1410_Herbrot_Jakob, 1414_Hindermann_Heinrich, 1417_Hospinian_Leonhard, 1419_Haab_Johannes, 1445_Haller_Johannes, 1453_Haller_Wolfgang, 1456_Happel_Wigand, 1458_Hardenberg_Albert, 1548_Hilles_Richard_____, 1553_Hochholzer_Christian, 1560_Hooper_John, 1569_Hospinian_Christian, 1571_Hospinian_Johannes, 1753_Jud_Leo, 1758_Kilchrat_Hans, 1760_Kromer_Benedikt, 1761_Kuster_Heinrich, 1764_Kambli_Johannes, 1767_Kappeler_Veit, 1780_Keller_Diethelm, 1804_Kilchmeyer_Jodocus, 1810_Klauser_Konrad, 1837_König_Nikolaus, 1857_Kappeler_d_J__Veit, 1858_Karlstadt_Andreas, 1860_Keller_Michael, 1863_Knight_Thomas, 1864_Kolin_Peter, 1866_Kunz_Peter, 1868_Lüthi_Heinrich, 1884_Lavater_Ludwig, 1888_Lavater_Hans_Rudolf, 1903_Lening_Johannes, 1915_Lindauer_Bernhard, 1999_Lüthard_Konrad, 2000_Maler_Hans, 2003_Muntprat_Heinrich, 2004_Mutschli_Hans, 2005_Mösel_Wolfgang, 2013_Müller_gen__Maier_Nikolaus, 2095_Melanchthon_Philipp, 2115_Meyer_Lorenz, 2229_Musculus_Wolfgang, 2234_Myconius_Oswald, 2237_Mötteli_Martin, 2258_Macarius_Joseph, 2261_Maurer_Georg, 2262_Medmann_Peter, 2263_Megander_Kaspar, 2264_Melander_Dionysius, 2268_Müller_Bartholomäus, 2272_Meyer_Jakob, 2293_Frey_Hans_Rudolf, 2300_von_Ulm_Heinrich, 2302_Negri_Francesco, 2319_Naogeorg_Thomas, 2380_Oporin_Johannes, 2441_Oechsli_Ludwig, 2442_Oekolampad_Johannes, 2444_Pfiffer_Heinrich, 2446_Partridge_Nicholas, 2448_Pergener_Oswald, 2449_Peutinger_Claudius_Pius, 2452_Piscatorius_Johannes, 2455_Pistorius_Johannes, 2458_Platter_Thomas, 2508_Pellikan_Konrad, 2594_Pfister_Nikolaus, 2608_Pincier_Johannes, 2629_Pontisella_Johannes, 2700_Ratgeb_Hans, 2804_Ryhiner_Heinrich, 2806_Regel_Johannes, 2807_Renato_Camillo, 2808_Rhellikan_Johannes, 2810_Ritter_Erasmus, 2812_Ruman_Thoman, 2817_Reublin_Wilhelm, 2820_Sam_Konrad, 2821_Schappeler_Christoph, 2822_Schlittler_Heinrich, 2823_Schmid_Andreas, 2825_Schütz_Benedikt, 2826_Sellarius_Heinrich, 2828_Spörli_Konrad, 2829_Stadler_Georg, 2834_Stoll_Heinrich, 2836_Strübi_Heinrich, 2838_Schmid_Erasmus, 2839_Schmid_Felix, 2841_Schnyder_Peter, 2845_Schwenckfeld_Kaspar, 2846_Seger_Martin, 2847_Spaldinus_Johannes_Arlius, 2851_Stoll_Balthasar, 2916_Schertlin_Sebastian, 2943_Schuler_Gervasius, 2958_Serin_Leonhard, 2977_Simler_Josias, 2982_Simler_Peter, 3025_Stancaro_Francesco, 3067_Stumpf_Johannes, 3088_Sturm_Johannes, 3099_Sulzer_Simon, 3130_Stier_Sigismund, 3138_Thamer_Theobald, 3147_Thomann_Heinrich, 3175_Toxites_Michael, 3181_Traheron_Bartholomew, 3199_Tschudi_Ägidius, 3206_Tschudi_Valentin, 3239_Tillmann_Bernhard, 3240_Trebellio_Teodosio, 3306_Vadian_Joachim, 3410_Vermigli_Peter_Martyr, 3429_Viret_Pierre, 3446_Vogler_Hans, 3462_Volmar_Melchior, 3481_Vogt_Simprecht, 3493_von_Cham_Bernhard, 3700_von_Rümlang_Eberhard, 3858_von_Landenberg_Hans, 3860_von_Meggen_Jost, 3872_Warner_Francis, 3873_Weingartner_Rudolf, 3875_Werdmüller_Otto, 3876_Werdmüller_Ulrich, 3877_Westerburg_Gerhard, 3878_Widenhuber_Hans, 3889_Wyttenbach_Niklaus, 3891_Wäber_Johannes, 3927_Welser_Hans, 3938_Wick_Johann_Jakob, 3963_Wimpfer_Georg, 3964_Winzürn_Johannes, 3988_Wolf_Johannes, 4021_Wagner_Johannes, 4023_Wetter_Wolfgang, 4025_Wirz_Melchior, 4027_Wirz_Ulrich, 4030_Wähinger_Hans, 4033_Zehnder_Johannes, 4034_Zipperli_Hans, 4079_Zwick_Johannes, 4107_Zili_Dominik, 4112_thom_Camph_Gerhard, 4710_Enzinas_Francisco_de, TRAINING_VALIDATION_SET_2022-05-19__Bullinger_comb_M1, TRAINING_VALIDATION_SET_Blarer_Ambriosius__Proj_Bullinger, TRAINING_VALIDATION_SET_Blasius_Johannes__Proj_Bullinger, TRAINING_VALIDATION_SET_Borrhaus_Martin__Proj_Bullinger, TRAINING_VALIDATION_SET_Brunner_Fridolin__Proj_Bullinger, TRAINING_VALIDATION_SET_Bucer_Martin__Proj_Bullinger, TRAINING_VALIDATION_SET_Bullinger_Heinrich__Proj_Bullinger, TRAINING_VALIDATION_SET_Bullinger_Heinrich__Proj_Bullinger--mitBasemodel, TRAINING_VALIDATION_SET_Curione_Celio_Secondo__Proj_Bullinger, TRAINING_VALIDATION_SET_Grynäus_Simon__Proj_Bullinger, TRAINING_VALIDATION_SET_Gwalther_Rudolf__Proj_Bullinger, TRAINING_VALIDATION_SET_Haller_Berchtold__Project-Bullinger, TRAINING_VALIDATION_SET_Haller_Johannes__Proj_Bullinger, TRAINING_VALIDATION_SET_Hilles_Richard__Proj_Bullinger, TRAINING_VALIDATION_SET_Hochholzer_Christian__Proj_Bullinger, TRAINING_VALIDATION_SET_Karlstadt_Andreas__Proj_Bullinger, TRAINING_VALIDATION_SET_Megander_Kaspar__Proj_Bullinger, TRAINING_VALIDATION_SET_Myconius_Oswald__Proj_Bullinger, TRAINING_VALIDATION_SET_Schuler_Gervasius__Proj_Bullinger, TRAINING_VALIDATION_SET_Vadian__Proj_Bullinger, TRAINING_VALIDATION_SET_Vogt_Simprecht__Project-Bullinger, TRAINING_VALIDATION_SET_Zwick_Johann__Proj_Bullinger, TRAINING_VALIDATION_SET_von_Rümlang__Proj_Bullinger
  • Evaluation: a seeded page-level split of the training projects (partition=0.9, seed=42)
• dh-unibe/image-text_koenigsfelden-charters-post-1500
  • Training projects: FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_01, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_02, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_03, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_04, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_05, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_06, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_07, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_08, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_09, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_10, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_11, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_12, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_13, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_14, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_15, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_16, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_17, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_18, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_19, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_20, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_21, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_22, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_23, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_24, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_25, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_26, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_27, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_28, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_29, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_30, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_31, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_32, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_33, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_34, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_35, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_36, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_37, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_38, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_39, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_40, FRAD068_03G_SAINT_PIERRE_SAINT_GILLES_032_41, Lenzburg_0077, Lenzburg_0104a, Lenzburg_0104b, TRAINING_VALIDATION_SET_KF_Complete-charter-cartul, TRAINING_VALIDATION_SET_KF_Complete-charter-cartul__ABBREV, TRAINING_VALIDATION_SET_Königsfelden_M1, TRAINING_VALIDATION_SET_Königsfelden_M2, U-17_0388, u-17_0001, u-17_0002, u-17_0003, u-17_0004, u-17_0005, u-17_0006, u-17_0007-01, u-17_0007-02, u-17_0007a, u-17_0009, u-17_0010, u-17_0011, u-17_0011a, u-17_0012, u-17_0013, u-17_0014, u-17_0015, u-17_0016, u-17_0017, u-17_0018, u-17_0019, u-17_0020, u-17_0020a, u-17_0022, u-17_0023_01, u-17_0023_02, u-17_0024, u-17_0025, u-17_0026, u-17_0027, u-17_0028, u-17_0029, u-17_0030, u-17_0031, u-17_0032, u-17_0033, u-17_0034, u-17_0035, u-17_0036, u-17_0037, u-17_0038, u-17_0039, u-17_0040, u-17_0041, u-17_0042, u-17_0043, u-17_0044, u-17_0045, u-17_0046, u-17_0047, u-17_0048, u-17_0049, u-17_0050, u-17_0051, u-17_0052, u-17_0053, u-17_0054, u-17_0055_01, u-17_0055_02, u-17_0056, u-17_0057, u-17_0058, u-17_0059, u-17_0059a, u-17_0059b, u-17_0060, u-17_0061_01, u-17_0061_02, u-17_0062, u-17_0063, u-17_0063a, u-17_0064, u-17_0065, u-17_0066, u-17_0069, u-17_0070, u-17_0071, u-17_0072, u-17_0073, u-17_0074, u-17_0074c, u-17_0075, u-17_0076, u-17_0077, u-17_0078, u-17_0079, u-17_0080, u-17_0081, u-17_0082, u-17_0083, u-17_0084, u-17_0085, u-17_0086, u-17_0087, u-17_0088, u-17_0089, u-17_0090, u-17_0091, u-17_0092, u-17_0093, u-17_0094, u-17_0094b, u-17_0095, u-17_0096, u-17_0097, u-17_0098, u-17_0099, u-17_0100, u-17_0101, u-17_0102, u-17_0103, u-17_0104, u-17_0105, u-17_0106, u-17_0107, u-17_0108, u-17_0109, u-17_0110, u-17_0111, u-17_0112, u-17_0113, u-17_0114, u-17_0115, u-17_0116_01, u-17_0116_02, u-17_0117, u-17_0118, u-17_0119, u-17_0120, u-17_0121, u-17_0122, u-17_0123, u-17_0123a, u-17_0123b, u-17_0124, u-17_0125, u-17_0126, u-17_0127, u-17_0128, u-17_0129, u-17_0130, u-17_0130a, u-17_0130d, u-17_0131, u-17_0132, u-17_0133, u-17_0134, u-17_0136, u-17_0137, u-17_0138, u-17_0139, u-17_0140, u-17_0141, u-17_0142, u-17_0143, u-17_0144, u-17_0145, u-17_0146, u-17_0149, u-17_0150, u-17_0151, u-17_0152, u-17_0153, u-17_0154, u-17_0155, u-17_0156, u-17_0157, u-17_0158, u-17_0159, u-17_0160, u-17_0161, u-17_0162, u-17_0163, u-17_0164, u-17_0165, u-17_0166, u-17_0167, u-17_0168, u-17_0169, u-17_0170, u-17_0171, u-17_0172, u-17_0173, u-17_0173a, u-17_0174, u-17_0175, u-17_0176, u-17_0177, u-17_0179, u-17_0180, u-17_0181_01, u-17_0181_02, u-17_0182, u-17_0183, u-17_0184, u-17_0185, u-17_0185a, u-17_0186, u-17_0187, u-17_0187a, u-17_0188, u-17_0189, u-17_0190, u-17_0191, u-17_0192, u-17_0193, u-17_0194, u-17_0195, u-17_0196, u-17_0197, u-17_0198, u-17_0199, u-17_0200, u-17_0201_01, u-17_0201_02, u-17_0202, u-17_0203, u-17_0204, u-17_0205, u-17_0205a, u-17_0206, u-17_0207, u-17_0208, u-17_0209, u-17_0210, u-17_0211, u-17_0212, u-17_0213, u-17_0214, u-17_0215, u-17_0216, u-17_0217, u-17_0218, u-17_0219, u-17_0220, u-17_0221, u-17_0222, u-17_0223, u-17_0224, u-17_0225, u-17_0226, u-17_0227, u-17_0228, u-17_0229, u-17_0230, u-17_0231, u-17_0232, u-17_0233, u-17_0234, u-17_0235, u-17_0236, u-17_0237, u-17_0238, u-17_0239, u-17_0240, u-17_0241, u-17_0242, u-17_0244, u-17_0246, u-17_0247, u-17_0248, u-17_0249, u-17_0250, u-17_0251, u-17_0252, u-17_0253, u-17_0254, u-17_0254a, u-17_0255, u-17_0256, u-17_0257, u-17_0258, u-17_0259, u-17_0260, u-17_0261, u-17_0262, u-17_0263, u-17_0264, u-17_0265, u-17_0266_01, u-17_0266_02, u-17_0266a, u-17_0267, u-17_0268, u-17_0269, u-17_0270, u-17_0271, u-17_0272, u-17_0273, u-17_0274, u-17_0275, u-17_0276, u-17_0276a, u-17_0277_01, u-17_0277_02, u-17_0278, u-17_0279, u-17_0280, u-17_0281, u-17_0282, u-17_0283, u-17_0284, u-17_0285, u-17_0286, u-17_0287, u-17_0288, u-17_0289, u-17_0290, u-17_0291, u-17_0292, u-17_0293, u-17_0294, u-17_0295, u-17_0296, u-17_0297, u-17_0298, u-17_0299, u-17_0300, u-17_0301, u-17_0302, u-17_0303, u-17_0304, u-17_0305, u-17_0306, u-17_0306a, u-17_0307, u-17_0307a, u-17_0308_01, u-17_0308_02, u-17_0309, u-17_0310, u-17_0311, u-17_0312, u-17_0312a, u-17_0313, u-17_0314, u-17_0315, u-17_0316, u-17_0316a, u-17_0317, u-17_0318, u-17_0319, u-17_0320, u-17_0321, u-17_0322, u-17_0323, u-17_0324, u-17_0325, u-17_0326, u-17_0327, u-17_0328, u-17_0329, u-17_0330, u-17_0331, u-17_0332, u-17_0332a, u-17_0333, u-17_0334, u-17_0335, u-17_0336, u-17_0337, u-17_0338, u-17_0339, u-17_0340, u-17_0341, u-17_0342, u-17_0343, u-17_0344, u-17_0345, u-17_0346, u-17_0347, u-17_0348, u-17_0349, u-17_0350, u-17_0351, u-17_0352, u-17_0353, u-17_0354a, u-17_0355, u-17_0356, u-17_0357, u-17_0358, u-17_0359, u-17_0360, u-17_0361, u-17_0362, u-17_0363, u-17_0364, u-17_0365, u-17_0366, u-17_0367, u-17_0368, u-17_0369, u-17_0370, u-17_0371, u-17_0372, u-17_0373, u-17_0374, u-17_0375, u-17_0376, u-17_0377, u-17_0378, u-17_0379, u-17_0380, u-17_0382, u-17_0383, u-17_0385, u-17_0386, u-17_0387, u-17_0389, u-17_0390, u-17_0391, u-17_0392, u-17_0393, u-17_0394, u-17_0395, u-17_0396, u-17_0397, u-17_0398, u-17_0399, u-17_0400, u-17_0401, u-17_0402, u-17_0403, u-17_0404, u-17_0405, u-17_0406, u-17_0407, u-17_0408, u-17_0409, u-17_0410, u-17_0411, u-17_0412, u-17_0413, u-17_0414, u-17_0415, u-17_0416, u-17_0417, u-17_0418, u-17_0419, u-17_0420, u-17_0421, u-17_0422, u-17_0423, u-17_0424, u-17_0425, u-17_0426, u-17_0427, u-17_0428, u-17_0429, u-17_0430, u-17_0431, u-17_0432, u-17_0433, u-17_0434, u-17_0435, u-17_0436_01, u-17_0436_02, u-17_0436a, u-17_0437, u-17_0437a, u-17_0438, u-17_0439, u-17_0440, u-17_0441, u-17_0442, u-17_0443, u-17_0444, u-17_0445, u-17_0446, u-17_0447, u-17_0448, u-17_0449, u-17_0450, u-17_0451, u-17_0452, u-17_0453, u-17_0454, u-17_0456, u-17_0457, u-17_0458, u-17_0459, u-17_0460, u-17_0461, u-17_0462, u-17_0463, u-17_0464, u-17_0465, u-17_0466, u-17_0467, u-17_0468, u-17_0469, u-17_0470, u-17_0471, u-17_0472, u-17_0473, u-17_0474, u-17_0475, u-17_0476, u-17_0477, u-17_0478, u-17_0479, u-17_0480, u-17_0481, u-17_0482, u-17_0483, u-17_0484, u-17_0485, u-17_0486, u-17_0487, u-17_0488, u-17_0489, u-17_0490, u-17_0491, u-17_0492, u-17_0493, u-17_0494, u-17_0495, u-17_0496, u-17_0497, u-17_0498, u-17_0499, u-17_0500, u-17_0501, u-17_0502, u-17_0503, u-17_0504, u-17_0505, u-17_0506, u-17_0507, u-17_0508, u-17_0509, u-17_0510, u-17_0511, u-17_0512, u-17_0513, u-17_0514, u-17_0516, u-17_0517, u-17_0518, u-17_0519, u-17_0520, u-17_0521, u-17_0522, u-17_0523, u-17_0524, u-17_0525, u-17_0526, u-17_0527, u-17_0528, u-17_0529, u-17_0530, u-17_0531, u-17_0532, u-17_0533, u-17_0534, u-17_0535, u-17_0536, u-17_0537, u-17_0538, u-17_0539, u-17_0540, u-17_0541, u-17_0542, u-17_0543, u-17_0544, u-17_0545, u-17_0546, u-17_0546a, u-17_0547, u-17_0548, u-17_0549, u-17_0550, u-17_0551, u-17_0552, u-17_0553_01, u-17_0553_02, u-17_0554, u-17_0555, u-17_0556, u-17_0557, u-17_0558, u-17_0559, u-17_0560, u-17_0561, u-17_0562, u-17_0563, u-17_0564, u-17_0565, u-17_0566, u-17_0567, u-17_0568, u-17_0569, u-17_0570, u-17_0571, u-17_0572, u-17_0573, u-17_0574, u-17_0575, u-17_0576, u-17_0577, u-17_0578, u-17_0579, u-17_0581_01, u-17_0581_02, u-17_0581_03, u-17_0582, u-17_0583, u-17_0584, u-17_0585, u-17_0586, u-17_0587, u-17_0588, u-17_0589, u-17_0590, u-17_0591, u-17_0592, u-17_0593, u-17_0594, u-17_0595, u-17_0596, u-17_0597, u-17_0598, u-17_0599, u-17_0600, u-17_0601, u-17_0602, u-17_0604, u-17_0605, u-17_0606, u-17_0607, u-17_0608, u-17_0609, u-17_0610, u-17_0611, u-17_0612, u-17_0613, u-17_0614, u-17_0615, u-17_0616, u-17_0617, u-17_0618_01, u-17_0618_02, u-17_0619, u-17_0620, u-17_0621, u-17_0622, u-17_0623, u-17_0625, u-17_0626, u-17_0627, u-17_0628, u-17_0630, u-17_0631, u-17_0632, u-17_0633, u-17_0634, u-17_0635, u-17_0636, u-17_0637, u-17_0638, u-17_0639, u-17_0640, u-17_0641, u-17_0642, u-17_0643, u-17_0644, u-17_0645, u-17_0646, u-17_0647_02, u-17_0648, u-17_0649_01, u-17_0649_02, u-17_0650, u-17_0651, u-17_0653, u-17_0654, u-17_0655, u-17_0656, u-17_0657, u-17_0658, u-17_0659, u-17_0660, u-17_0661, u-17_0662, u-17_0663, u-17_0664, u-17_0665, u-17_0666, u-17_0667, u-17_0668_01, u-17_0668_02, u-17_0669_01, u-17_0669_02, u-17_0670, u-17_0671, u-17_0672, u-17_0673, u-17_0674, u-17_0675, u-17_0676, u-17_0677, u-17_0678_01, u-17_0678_02, u-17_0679, u-17_0680, u-17_0681, u-17_0682, u-17_0683, u-17_0684, u-17_0685, u-17_0686, u-17_0687, u-17_0688, u-17_0689, u-17_0690, u-17_0691, u-17_0692, u-17_0693, u-17_0694, u-17_0695, u-17_0696, u-17_0697_01, u-17_0697_02, u-17_0698, u-17_0699, u-17_0700, u-17_0701_01, u-17_0701_02, u-17_0701_03, u-17_0701_04, u-17_0702_01, u-17_0702_02, u-17_0703, u-17_0704, u-17_0705, u-17_0706, u-17_0707, u-17_0708, u-17_0709_01, u-17_0709_02, u-17_0710, u-17_0711, u-17_0712, u-17_0713, u-17_0714, u-17_0715, u-17_0716, u-17_0717, u-17_0718_01, u-17_0718_02, u-17_0719, u-17_0720, u-17_0722, u-17_0723, u-17_0724, u-17_0725, u-17_0726, u-17_0727_02, u-17_0728, u-17_0729, u-17_0730, u-17_0731, u-17_0732, u-17_0733, u-17_0734, u-17_0735, u-17_0736, u-17_0737, u-17_0738, u-17_0739, u-17_0740, u-17_0741, u-17_0742, u-17_0743, u-17_0744, u-17_0745, u-17_0746_01, u-17_0746_02, u-17_0747, u-17_0748_02, u-17_0748_04, u-17_0749, u-17_0750, u-17_0751, u-17_0752, u-17_0753, u-17_0754, u-17_0755, u-17_0756, u-17_0757, u-17_0758, u-17_0759, u-17_0760, u-17_0761, u-17_0762, u-17_0763, u-17_0764, u-17_0765, u-17_0766, u-17_0767, u-17_0768, u-17_0769, u-17_0770, u-17_0771, u-17_0772, u-17_0773, u-17_0774, u-17_0775, u-17_0776, u-17_0777, u-17_0778, u-17_0779, u-17_0780, u-17_0781, u-17_0782, u-17_0783, u-17_0784, u-17_0785, u-17_0786, u-17_0787_01, u-17_0787_02, u-17_0788, u-17_0789, u-17_0790, u-17_0791_01, u-17_0791_02, u-17_0792, u-17_0793, u-17_0794, u-17_0795, u-17_0796, u-17_0797_01, u-17_0797_02, u-17_0798, u-17_0799, u-17_0800, u-17_0801, u-17_0802, u-17_0803, u-17_0804, u-17_0805, u-17_0806, u-17_0807, u-17_0808, u-17_0809, u-17_0810, u-17_0811, u-17_0812, u-17_0813, u-17_0814, u-17_0815, u-17_0816, u-17_0817, u-17_0818, u-17_0819, u-17_0820, u-17_0821, u-17_0822, u-17_0824, u-17_0825_01, u-17_0825_02, u-17_0826, u-17_0827, u-17_0828_01, u-17_0828_02, u-17_0829, u-17_0830, u-17_0831, u-17_0832, u-17_0833, u-17_0834, u-17_0835, u-17_0836, u-17_0837, u-17_0838, u-17_0839, u-17_0840, u-17_0841, u-17_0842, u-17_0843, u-17_0844_01, u-17_0844_02, u-17_0846, u-17_0847, u-17_0848, u-17_0849, u-17_0850, u-17_0851_02, u-17_0852, u-17_0853a, u-17_0853b, u-17_0854, u-17_0855, u-17_0856, u-17_0857, u-17_0858, u-17_0859, u-17_0860, u-17_0861, u-17_0862, u-17_0863, u-17_0864, u-17_0865, u-17_0866, u-17_0867, u-17_0869, u-17_0870, u-17_0872, u-17_0873, u-17_0874, u-17_0875, u-17_0876, u-17_0876a, u-17_0877, u-17_0878, u-17_0879, u-17_0880, u-17_0880a, u-17_0881, u-17_0882, u-17_0883, u-17_0884, u-17_0885, u-17_0886, u-17_0887a, u-17_0887b, u-17_0887c, u-17_0888, u-17_0889, u-17_0890_01, u-17_0890_02, u-17_0891, u-17_0892a, u-17_0894, u-17_0895, u-17_0896, u-17_0897, u-17_0898, u-17_0898a, u-17_0899, u-17_0900, u-17_0901_01, u-17_0901_02, u-17_0901_03, u-17_0902, u-17_0903, u-17_0904, u-17_0905, u-17_0906, u-17_0907, u-17_0908, u-17_0909, u-17_0909a, u-17_0910, u-17_0911, u-17_0912, u-17_0913, u-17_0914, u-17_0915, u-17_0916, u-17_0917, u-17_0918, u-17_0919, u-17_0920, u-17_0921, u-17_0922, u-17_0923, u-17_0924, u-17_0924a, u-17_0924b, u-17_0924c, u-17_0924d, u-17_0924e, u-17_0924f, u-17_0924g, u-17_0924h, u-17_0924i, u-17_0924k, u-17_0925, u-17_0926, u-17_0927, u-17_0927a, u-17_0927b, u-17_0927c, u-17_0927d, u-17_0927e, u-17_0927f, u-17_0927g, u-17_0927h, u-17_0927i, u-17_0927k, u-17_0927l, u-17_0928, u-17_0928a, u-17_0928b, u-17_0929, u-17_0929a, u-17_0929b, u-17_0930, u-17_0930a, u-17_0930b, u-17_0931, u-17_0932, u-17_0933, u-17_0934, u-17_0934a, u-17_0934b, u-17_0935, u-17_0935a, u-17_0935b, u-17_0935c, u-17_0935d, u-17_0935e, u-17_0936, u-17_0936a, u-17_0936b, u-17_0936c, u-17_0936d, u-17_0936e, u-17_0937, u-17_0937a, u-17_0937b, u-17_0937c, u-17_0937d, u-17_0937e, u-17_0937f, u-17_0938, u-17_0938a, u-17_0938b, u-17_0938c, u-17_0938d, u-17_0939, u-17_0939a, u-17_0940, u-17_0941, u-17_0941a, u-17_0942, u-17_0943, u-17_0944, u-17_0945, u-17_0946, u-17_0947, u-17_0948, u-17_0949, u-17_0950, u-17_0951, u-17_0952, u-17_0953, u-17_0954, u-17_0955, u-17_0956, u-17_0957, u-17_0957a, u-17_0958, u-17_0959, u-17_0960, u-17_0961, u-17_0962, u-17_0963_01, u-17_0963_02, u-17_0964, u-17_0965, u-17_0966, u-17_0966a, u-17_0967, u-17_0968, u-17_0968a, u-17_0968b, u-17_0969, u-17_0970, u-17_0970a, u-17_0970b, u-17_0970c, u-17_0970d, u-17_0971, u-17_0972, u-17_0973, u-17_0973a, u-17_0974, u-17_0975, u-17_0976, u-17_0977, u-17_0978, u-17_0979, u-17_0980a, u-17_0980b, u-17_0980c, u-17_0980d, u-17_0981, u-17_0982, u-17_0984, u-17_0985, u-17_0986, u-17_0986a, u-17_0987, u-17_0988, u-17_0989, u-17_0990, u-17_0991, u-17_0992, u-17_0993, u-17_0994, u-17_0995, u-17_0996, u-17_0997, u-17_0998a, u-17_0998b, u-17_0998c, u-17_0998d, u-17_0998e, u-17_0998f, u-17_0999a, u-17_1000, u-17_1000a, u-17_1000b, u-17_1001, u-17_1002, u-17_1003, u-17_1004, u-17_1005, u-17_1006, u-17_1007, u-17_1008_01, u-17_1008_02, u-17_1008_03, u-17_1009, u-17_1010_01, u-17_1010_02, u-17_1011, u-17_1012, u-17_1013a, u-17_1013b, u-17_1014, u-17_1015, u-17_1016
  • Evaluation: a seeded page-level split of the training projects (partition=0.9, seed=42)
• dh-unibe/image-text_aaeb-xiv-xvii
  • Training projects: B_168_14-11_1, B_168_14-11_2, B_168_14-11_3, B_168_14-12, B_168_14-14_1, B_168_14-15_1, B_168_14-15_2, B_168_14-16, B_168_14-17_1, B_168_14-17_2, B_168_14-17_3, B_168_14-17_4, B_168_14-17_5, B_168_14-17_6, B_168_14-18, B_168_14-19, B_168_14-20_1, B_168_14-20_2, B_168_14-20_3, B_168_14-21_1, B_168_14-21_2, B_168_14-21_3, B_168_14-21_4, B_168_14-21_5, B_168_14-22_1, B_168_14-22_2, B_168_14-22_3, B_168_14-22_4, B_168_14-22_5, B_168_14-22_6, B_168_14-23_1, B_168_14-23_2, B_168_14-23_3, B_168_14-23_4, B_168_14-24_1, B_168_14-24_2, B_168_14-24_3, B_168_14-24_4, B_168_14-24_5, B_168_14-24_6, B_168_14-25_1, B_168_14-25_2, B_168_14-26_1, B_168_14-26_2, B_168_14-26_3, B_168_14-26_4, B_168_14-26_5, B_168_14-26_6, B_168_14-26_7, B_168_14-26_8, B_168_14-27_1, B_168_14-27_2, B_168_14-27_3, B_168_14-27_4, B_168_14-28_1, B_168_14-28_2, B_168_14-28_3, B_168_14-29_1, B_168_14-29_2, B_168_14-29_3, B_168_14-29_5, B_168_14-29_6, B_168_14-29_8, B_168_14-30_1, B_168_14-30_2, B_168_14-30_3, B_168_14-31_1, B_168_14-31_2, B_168_14-31_3, B_168_14-31_4, B_168_14-32_1, B_168_14-32_2, B_168_14-32_3, B_168_14-32_4, B_168_14-33_1, B_168_14-33_2, B_168_14-33_3, B_168_14-34, B_168_14-35_1, B_168_14-35_2, B_168_14-35_3, B_168_14-35_4, B_168_14-36_1, B_168_14-36_2, B_168_14-36_3, B_168_14-36_4, B_168_14-36_5, B_168_14-37_1, B_168_14-37_2, B_168_14-39_1, B_168_14-40_1, B_168_14-40_2, B_168_14-42, B_168_14-5, B_168_14-6, B_168_14-7_1, B_168_14-7_2, B_168_14-8, B_168_14-9, B_168_15-10_1, B_168_15-10_2, B_168_15-10_3, B_168_15-11_1, B_168_15-11_2, B_168_15-11_3, B_168_15-11_4, B_168_15-12_1, B_168_15-12_2, B_168_15-12_3, B_168_15-12_5, B_168_15-12_6, B_168_15-12_8, B_168_15-17_1, B_168_15-20_2, B_168_15-20_3, B_168_15-20_4, B_168_15-20_5, B_168_15-20_6, B_168_15-23_1, B_168_15-23_2, B_168_15-23_3, B_168_15-23_4, B_168_15-23_5, B_168_15-24_2, B_168_15-27_3, B_168_15-27_4, B_168_15-27_6, B_168_15-27_7, B_168_15-2_1, B_168_15-2_2, B_168_15-2_3, B_168_15-2_4, B_168_15-30_3, B_168_15-30_4, B_168_15-30_6, B_168_15-30_7, B_168_15-30_8, B_168_15-33, B_168_15-5_1, B_168_15-5_2, B_168_15-5_3, B_168_15-5_4, B_168_15-5_5, B_168_15-5_6, B_168_15-6_1, B_168_15-6_3, B_168_15-7, B_168_15-8_16, B_168_15-8_17, B_168_15-8_2, B_168_15-8_3, B_168_15-9_2, B_168_15-9_4, B_168_16-1_1, B_168_16-1_2, B_168_16-33_2, B_168_16-33_3, B_168_16-35_3, B_168_16-35_4, B_168_16-35_5, B_168_16-36_5, B_168_16-36_6, B_168_16-37_3, B_168_16-38_2, B_168_16-38_5, B_168_16-3_2, B_168_16-3_4, B_168_16-3_6, B_168_16-3_7, B_168_16-40_2, B_168_16-40_3, B_168_16-40_5, B_168_16-40_6, B_168_16-40_7, B_168_16-40_8, B_168_16-4_1, B_168_16-4_2, B_168_16-5_1, B_168_16-5_2, B_168_16-5_3, B_168_16-6_1, B_168_16-6_2, B_168_16-9_12, B_168_16-9_3, B_168_16-9_6, B_168_16-9_7, B_168_16-9_8, B_168_17-14_4, B_168_17-14_5, B_168_17-15_5, B_168_17-15_6, B_168_17-15_7, B_168_17-16_3, B_168_17-16_4, B_168_17-1_2, B_168_17-1_3, B_168_17-1_4, B_168_17-1_5, B_168_17-1_6, B_168_17-21_2, B_168_17-21_4, B_168_17-22_2, B_168_17-22_3, B_168_17-2_1, B_168_17-2_2, B_168_17-2_4, B_168_17-30_1, B_168_17-3_3, B_168_17-45_2, B_168_17-48_2, B_168_17-48_3, B_168_17-48_4, B_168_17-4_2, B_168_17-6_5, B_168_17-6_6, B_168_17-8_2, B_168_17-8_3, B_168_17-8_4, B_168_17-8_5, B_168_17-8_6, B_168_17-8_7, B_168_18-12_6, B_168_18-13_2, B_168_18-15_1, B_168_18-15_4, B_168_18-1_4, B_168_18-22_2, B_168_18-24_10, B_168_18-5_1, B_168_18-8_4, B_168_18-9_1, B_168_18-9_2, B_168_18-9_3, B_168_19-1, B_168_19-20_2, B_168_19-20_4, B_168_19-20_5, B_168_19-21_1, B_168_19-24_5, B_168_19-28_1, B_168_19-28_10, B_168_19-28_15, B_168_19-28_16, B_168_19-28_2, B_168_19-28_3, B_168_19-28_33, B_168_19-29_1, B_168_19-29_2, B_168_19-29_3, B_168_19-29_4, B_168_19-29_5, B_168_19-29_6, B_168_19-2_1, B_168_19-2_2, B_168_19-30_1, B_168_19-30_15, B_168_19-30_16, B_168_19-30_6, B_168_19-35_1, B_168_19-35_10, B_168_19-35_11, B_168_19-35_12, B_168_19-35_13, B_168_19-35_14, B_168_19-35_15, B_168_19-35_16, B_168_19-35_17, B_168_19-35_18, B_168_19-35_2, B_168_19-35_3, B_168_19-35_4, B_168_19-35_5, B_168_19-35_6, B_168_19-35_7, B_168_19-35_8, B_168_19-35_9, B_168_19-3_1, B_168_19-3_2, PCrim_Dt_(ville)_6-1, PCrim_Dt_(ville)_6-10, PCrim_Dt_(ville)_6-7, PCrim_Dt_(ville)_6-9, PCrim_E_10-1, PCrim_E_10-2, PCrim_E_12-1, PCrim_E_12-2, PCrim_E_128-5, PCrim_E_14-1, PCrim_E_14-2, PCrim_E_142-3, PCrim_E_155-1, PCrim_E_156-1, PCrim_E_156-3, PCrim_E_156-7, PCrim_E_163-3, PCrim_E_30-1, PCrim_E_30-2, PCrim_E_300-17, PCrim_E_300-18, PCrim_E_332-10, PCrim_E_332-11, PCrim_E_332-12, PCrim_E_332-13, PCrim_E_332-14, PCrim_E_332-16, PCrim_E_332-18, PCrim_E_332-19, PCrim_E_332-2, PCrim_E_332-20, PCrim_E_332-22, PCrim_E_332-24, PCrim_E_332-28, PCrim_E_332-29, PCrim_E_332-3, PCrim_E_332-4, PCrim_E_332-5, PCrim_E_332-6, PCrim_E_332-7, PCrim_E_332-9, PCrim_E_399, PCrim_E_428-36, PCrim_E_55-1, PCrim_E_55-2, PCrim_E_6, PCrim_E_69-2, PCrim_E_7, PCrim_E_70-1, PCrim_E_70-2, PCrim_E_76-1, PCrim_E_76-2, PCrim_E_78-1, PCrim_E_78-11, PCrim_E_78-2, PCrim_E_85-1, PCrim_E_85-2, PCrim_LN_4, PCrim_LN_6-2, PCrim_LZ_24-2, PCrim_LZ_25-19, PCrim_SU_21, TRAINING_VALIDATION_SET_AAEB_FFC_V3, TRAINING_VALIDATION_SET_AAEB_FFC_v0, TRAINING_VALIDATION_SET_AAEB_FFC_v0_1, TRAINING_VALIDATION_SET_AAEB_FFC_v0_3, TRAINING_VALIDATION_SET_AAEB_FFC_v1, TRAINING_VALIDATION_SET_AAEB_FFC_v2, TRAINING_VALIDATION_SET_AAEB_FFC_v3_1, TRAINING_VALIDATION_SET_AAEB_mixte_v4, TRAINING_VALIDATION_SET_FFC_v0_2
  • Evaluation: a seeded page-level split of the training projects (partition=0.9, seed=42)

Materialized from that selection: 12,286 pages, 325,454 transcribed lines.

Hyperparameters

spec: '[256,64,0,1 Cr4,2,8,4,2 Cr4,2,32,1,1 Mp4,2,4,2 Cr3,3,64,1,1 Mp1,2,1,2 S1(1x0)1,3
  Lbx256 Do0.5 Lbx256 Do0.5 Lbx256 Do0.5 Cr255,1,85,1,1]'
batch_size: 8
schedule: 1cycle
lrate: 0.0001
quit: early
epochs: 30
min_epochs: 10
lag: 8
augment: false
normalization: NFD
normalize_whitespace: true
weights_format: coreml
resize: union
freeze_backbone: null
accumulate_grad_batches: 32
pad: null
warmup: null
seed: 42
workers: 8
device: cuda:0

Provenance

engine	kraken
base model	CATMuS Medieval (10.5281/zenodo.15030337, requested as kraken-early_modern_german)
training job	20260825T145122Z-kraken-medieval-german-v2
trained	2026-08-30T19:34:23.949417+00:00
weights	kraken-medieval-german-v2.mlmodel

metadata.json in this repo is the record the trainer wrote, verbatim: the full request, the parsed metrics and the job id.

Using it

pip install kraken
python -c "from huggingface_hub import hf_hub_download; print(hf_hub_download('dh-unibe/kraken-medieval-german-v2', 'kraken-medieval-german-v2.mlmodel'))"
kraken -i page.jpg page.txt segment -bl ocr -m <the printed path>