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
| { | |
| "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 | |
| } | |
| } | |
| } |