Image-to-Text
Transformers
Safetensors
Turkish
lighton_ocr
image-text-to-text
ocr
document-understanding
turkish
enterprise
vision-language
werea
Instructions to use Werea-co/Werea-DocOCR-1B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Werea-co/Werea-DocOCR-1B with Transformers:
# Use a pipeline as a high-level helper # Warning: Pipeline type "image-to-text" is no longer supported in transformers v5. # You must load the model directly (see below) or downgrade to v4.x with: # 'pip install "transformers<5.0.0' from transformers import pipeline pipe = pipeline("image-to-text", model="Werea-co/Werea-DocOCR-1B")# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("Werea-co/Werea-DocOCR-1B") model = AutoModelForMultimodalLM.from_pretrained("Werea-co/Werea-DocOCR-1B", device_map="auto") - Notebooks
- Google Colab
- Kaggle
File size: 8,693 Bytes
32fd322 a582860 32fd322 a582860 32fd322 a582860 32fd322 a582860 32fd322 a582860 32fd322 a582860 32fd322 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 | {
"base_model": "Werea-co/Werea-DocOCR-1B",
"train_samples": 12960,
"epochs": 1,
"optimizer_steps": 810,
"lr": 8e-06,
"eval_pages": 72,
"base_cer": {
"mean": 0.08141148736801915,
"median": 0.0016155088852988692
},
"finetuned_cer": {
"mean": 0.0015474262958619332,
"median": 0.001455604075691412
},
"base_pred_samples": {
"samples": [
{
"file": "vekaletname_clean_test_0000.jpg",
"cer": 0.0007942811755361397,
"pred_head": "T.C. İZMIR 25. NOTERLİĞİ\n\n# GENEL VEKALETNAME\n\n**Yevmiye No:** 61423 \n**Tarih:** 01.05.2023 \n**Vekalet Veren:** Murat Kaya — T.C. Kimlik No: 31260495032 \n**Adresi:** Zafer Mah. Atatürk Bulvarı No: 82/A, Karatay / Konya \n**Vekil:** Hüseyin Özkan — T.C. Kimlik No: 67680055174 \n**Vekil Adresi:** Gültepe Mah. Vatan Caddesi No: 151/A, Konyaaltı / Antalya \n\nYukarıda açık kimliği yazılı bulunan ben"
},
{
"file": "vekaletname_clean_test_0001.jpg",
"cer": 0.0007496251874062968,
"pred_head": "T.C. KAYSERI 14. NOTERLİĞİ\n\n# GENEL VEKALETNAME\n\n**Yevmiye No:** 70389 \n**Tarih:** 19.01.2026 \n**Vekalet Veren:** Osman Sarı — T.C. Kimlik No: 23246723468 \n**Adresi:** Mimar Sinan Mah. İstiklal Caddesi No: 100/B, Şahinbey / Gaziantep \n**Vekil:** Emre Aksoy — T.C. Kimlik No: 70101204396 \n**Vekil Adresi:** Gültepe Mah. Gazi Bulvarı No: 75 Kat: 4, Çukurova / Adana \n\nYukarıda açık kimliği yazılı"
},
{
"file": "vekaletname_scan_test_0000.jpg",
"cer": 0.000855431993156544,
"pred_head": "T.C. İSTANBUL 42. NOTERLİĞİ\n\n# GENEL VEKALETNAME\n\n**Yevmiye No:** 53838 \n**Tarih:** 23.05.2026 \n**Vekalet Veren:** Pınar Tekin — T.C. Kimlik No: 67001834952 \n**Adresi:** Fevzi Çakmak Mah. Cendere Caddesi No: 162 Kat: 2, Çukurova / Adana \n**Vekil:** Murat Yıldız — T.C. Kimlik No: 56650364880 \n**Vekil Adresi:** Gültepe Mah. Atatürk Bulvarı No: 58 Kat: 8, Üsküdar / İstanbul \n\nYukarıda açık kiml"
},
{
"file": "vekaletname_scan_test_0001.jpg",
"cer": 0.0007407407407407407,
"pred_head": "T.C. ANTALYA 12. NOTERLİĞİ\n\n# GENEL VEKALETNAME\n\n**Yevmiye No:** 30564 \n**Tarih:** 22.11.2024 \n**Vekalet Veren:** Ayşe Çelik — T.C. Kimlik No: 94989147606 \n**Adresi:** İnönü Mah. Millet Caddesi No: 5/B, Yüreğir / Adana \n**Vekil:** Merve Demir — T.C. Kimlik No: 32001225284 \n**Vekil Adresi:** Fatih Mah. Gazi Bulvarı No: 83 Kat: 1, Yıldırım / Bursa \n\nYukarıda açık kimliği yazılı bulunan ben Ayş"
}
],
"per_combo": {
"arac_ruhsat_formu|clean": 0.53343283463598,
"arac_ruhsat_formu|photo": 0.8164089347079038,
"arac_ruhsat_formu|scan": 0.5962473810236456,
"banka_dekontu|clean": 0.0018422454359471956,
"banka_dekontu|photo": 0.0038380533906368602,
"banka_dekontu|scan": 0.0018672170287408728,
"dask_policesi|clean": 0.001045542589054213,
"dask_policesi|photo": 0.0010454785920086741,
"dask_policesi|scan": 0.0010416847514713797,
"fatura|clean": 0.0009488289228609734,
"fatura|photo": 0.007504360729999219,
"fatura|scan": 0.0008647842698723325,
"kasko_policesi|clean": 0.0029520727411546273,
"kasko_policesi|photo": 0.002212427770740426,
"kasko_policesi|scan": 0.004431401640775004,
"kira_sozlesmesi|clean": 0.0008704931766871774,
"kira_sozlesmesi|photo": 0.0019093971974382647,
"kira_sozlesmesi|scan": 0.0009192787327266599,
"maas_bordrosu|clean": 0.0016792717797742924,
"maas_bordrosu|photo": 0.005955327132925088,
"maas_bordrosu|scan": 0.0025029348572441134,
"resmi_yazi|clean": 0.019732204498383053,
"resmi_yazi|photo": 0.042561364608861396,
"resmi_yazi|scan": 0.032879844174206016,
"sgk_hizmet_dokumu|clean": 0.0013883040193516504,
"sgk_hizmet_dokumu|photo": 0.7693283683256231,
"sgk_hizmet_dokumu|scan": 0.03211892261066291,
"tapu_senedi|clean": 0.0015877856438974846,
"tapu_senedi|photo": 0.03392434353335034,
"tapu_senedi|scan": 0.0015383924094938086,
"ticaret_sicil_ilani|clean": 0.0013114759737601607,
"ticaret_sicil_ilani|photo": 0.0012636012636012637,
"ticaret_sicil_ilani|scan": 0.0013768343597294402,
"vekaletname|clean": 0.0007719531814712183,
"vekaletname|photo": 0.000712113171762204,
"vekaletname|scan": 0.0007980863669486424
}
},
"finetuned_pred_samples": {
"samples": [
{
"file": "vekaletname_clean_test_0000.jpg",
"cer": 0.0007942811755361397,
"pred_head": "T.C. İZMIR 25. NOTERLİĞİ\n\n# GENEL VEKALETNAME\n\n**Yevmiye No:** 61423 \n**Tarih:** 01.05.2023 \n**Vekalet Veren:** Murat Kaya — T.C. Kimlik No: 31260495032 \n**Adresi:** Zafer Mah. Atatürk Bulvarı No: 82/A, Karatay / Konya \n**Vekil:** Hüseyin Özkan — T.C. Kimlik No: 67680055174 \n**Vekil Adresi:** Gültepe Mah. Vatan Caddesi No: 151/A, Konyaaltı / Antalya \n\nYukarıda açık kimliği yazılı bulunan ben"
},
{
"file": "vekaletname_clean_test_0001.jpg",
"cer": 0.0007496251874062968,
"pred_head": "T.C. KAYSERI 14. NOTERLİĞİ\n\n# GENEL VEKALETNAME\n\n**Yevmiye No:** 70389 \n**Tarih:** 19.01.2026 \n**Vekalet Veren:** Osman Sarı — T.C. Kimlik No: 23246723468 \n**Adresi:** Mimar Sinan Mah. İstiklal Caddesi No: 100/B, Şahinbey / Gaziantep \n**Vekil:** Emre Aksoy — T.C. Kimlik No: 70101204396 \n**Vekil Adresi:** Gültepe Mah. Gazi Bulvarı No: 75 Kat: 4, Çukurova / Adana \n\nYukarıda açık kimliği yazılı"
},
{
"file": "vekaletname_scan_test_0000.jpg",
"cer": 0.000855431993156544,
"pred_head": "T.C. İSTANBUL 42. NOTERLİĞİ\n\n# GENEL VEKALETNAME\n\n**Yevmiye No:** 53838 \n**Tarih:** 23.05.2026 \n**Vekalet Veren:** Pınar Tekin — T.C. Kimlik No: 67001834952 \n**Adresi:** Fevzi Çakmak Mah. Cendere Caddesi No: 162 Kat: 2, Çukurova / Adana \n**Vekil:** Murat Yıldız — T.C. Kimlik No: 56650364880 \n**Vekil Adresi:** Gültepe Mah. Atatürk Bulvarı No: 58 Kat: 8, Üsküdar / İstanbul \n\nYukarıda açık kiml"
},
{
"file": "vekaletname_scan_test_0001.jpg",
"cer": 0.0007407407407407407,
"pred_head": "T.C. ANTALYA 12. NOTERLİĞİ\n\n# GENEL VEKALETNAME\n\n**Yevmiye No:** 30564 \n**Tarih:** 22.11.2024 \n**Vekalet Veren:** Ayşe Çelik — T.C. Kimlik No: 94989147606 \n**Adresi:** İnönü Mah. Millet Caddesi No: 5/B, Yüreğir / Adana \n**Vekil:** Merve Demir — T.C. Kimlik No: 32001225284 \n**Vekil Adresi:** Fatih Mah. Gazi Bulvarı No: 83 Kat: 1, Yıldırım / Bursa \n\nYukarıda açık kimliği yazılı bulunan ben Ayş"
}
],
"per_combo": {
"arac_ruhsat_formu|clean": 0.0019926723641747676,
"arac_ruhsat_formu|photo": 0.002072594501718213,
"arac_ruhsat_formu|scan": 0.0019343011074528585,
"banka_dekontu|clean": 0.0018422454359471956,
"banka_dekontu|photo": 0.0018887356518454373,
"banka_dekontu|scan": 0.0018672170287408728,
"dask_policesi|clean": 0.001045542589054213,
"dask_policesi|photo": 0.0010454785920086741,
"dask_policesi|scan": 0.0010416847514713797,
"fatura|clean": 0.0009488289228609734,
"fatura|photo": 0.005847359901498804,
"fatura|scan": 0.0008647842698723325,
"kasko_policesi|clean": 0.0014727828003262247,
"kasko_policesi|photo": 0.0014727828003262247,
"kasko_policesi|scan": 0.0014771338802583348,
"kira_sozlesmesi|clean": 0.0008704931766871774,
"kira_sozlesmesi|photo": 0.0019093971974382647,
"kira_sozlesmesi|scan": 0.0009192787327266599,
"maas_bordrosu|clean": 0.0016792717797742924,
"maas_bordrosu|photo": 0.0016963833509830103,
"maas_bordrosu|scan": 0.0016640086827474695,
"resmi_yazi|clean": 0.0013480614803241162,
"resmi_yazi|photo": 0.0012731616550615268,
"resmi_yazi|scan": 0.0013725003572261202,
"sgk_hizmet_dokumu|clean": 0.0013883040193516504,
"sgk_hizmet_dokumu|photo": 0.001724196363513124,
"sgk_hizmet_dokumu|scan": 0.0021919153113928373,
"tapu_senedi|clean": 0.0015877856438974846,
"tapu_senedi|photo": 0.0014959875755826183,
"tapu_senedi|scan": 0.0015383924094938086,
"ticaret_sicil_ilani|clean": 0.0013114759737601607,
"ticaret_sicil_ilani|photo": 0.0012636012636012637,
"ticaret_sicil_ilani|scan": 0.0013768343597294402,
"vekaletname|clean": 0.0007719531814712183,
"vekaletname|photo": 0.000712113171762204,
"vekaletname|scan": 0.0007980863669486424
}
}
} |