cstr / unlimited-ocr-crispembed-GGUF

huggingface.co
Total runs: 522
24-hour runs: 3
7-day runs: -5
30-day runs: -133
Model's Last Updated: August 02 2026
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Introduction of unlimited-ocr-crispembed-GGUF

Model Details of unlimited-ocr-crispembed-GGUF

Unlimited-OCR CrispEmbed GGUF

GGUF conversions of baidu/Unlimited-OCR for use with CrispEmbed .

Model

Unlimited-OCR is a 3.3B parameter VLM for full-page OCR. Architecture:

  • SAM ViT-B (12 layers, 768d) — image encoder with windowed + global attention
  • CLIP-L/14 (24 layers, 1024d) — receives SAM features as patch embeddings (dual-encoder "DeepLIP")
  • Fusion — concat CLIP + SAM features (2048d) → linear projection (1280d)
  • DeepSeek-V2 MoE decoder (12 layers, 1280d, 64 routed experts top-6, 2 shared experts, layer 0 dense)
  • Tokenizer — GPT-2 BPE, 129,280 vocab
Files
File Quant Size Notes
unlimited-ocr-f16.gguf F16 6.4 GB Full precision, reference quality
unlimited-ocr-q8_0.gguf Q8_0 3.5 GB High quality, 2x compression
unlimited-ocr-q4_k.gguf Q4_K 2.0 GB Good quality, 3.1x compression

All quantizations preserve vision encoder weights (SAM v.* + CLIP c.* ) and MoE router weights at Q8_0 minimum for OCR accuracy. Projector weights also kept at Q8_0.

Usage with CrispEmbed
# Auto-download and run
crispembed --ocr-pipeline image.png --ocr-engine unlimited_ocr -m unlimited-ocr

# Or with explicit path
crispembed --ocr-pipeline image.png --ocr-engine unlimited_ocr \
  --ocr-rec /path/to/unlimited-ocr-q4_k.gguf \
  -m /path/to/unlimited-ocr-q4_k.gguf
License

MIT (same as the original model)

Credits

Runs of cstr unlimited-ocr-crispembed-GGUF on huggingface.co

522
Total runs
3
24-hour runs
-23
3-day runs
-5
7-day runs
-133
30-day runs

More Information About unlimited-ocr-crispembed-GGUF huggingface.co Model

More unlimited-ocr-crispembed-GGUF license Visit here:

https://choosealicense.com/licenses/mit

unlimited-ocr-crispembed-GGUF huggingface.co

unlimited-ocr-crispembed-GGUF huggingface.co is an AI model on huggingface.co that provides unlimited-ocr-crispembed-GGUF's model effect (), which can be used instantly with this cstr unlimited-ocr-crispembed-GGUF model. huggingface.co supports a free trial of the unlimited-ocr-crispembed-GGUF model, and also provides paid use of the unlimited-ocr-crispembed-GGUF. Support call unlimited-ocr-crispembed-GGUF model through api, including Node.js, Python, http.

unlimited-ocr-crispembed-GGUF huggingface.co Url

https://huggingface.co/cstr/unlimited-ocr-crispembed-GGUF

cstr unlimited-ocr-crispembed-GGUF online free

unlimited-ocr-crispembed-GGUF huggingface.co is an online trial and call api platform, which integrates unlimited-ocr-crispembed-GGUF's modeling effects, including api services, and provides a free online trial of unlimited-ocr-crispembed-GGUF, you can try unlimited-ocr-crispembed-GGUF online for free by clicking the link below.

cstr unlimited-ocr-crispembed-GGUF online free url in huggingface.co:

https://huggingface.co/cstr/unlimited-ocr-crispembed-GGUF

unlimited-ocr-crispembed-GGUF install

unlimited-ocr-crispembed-GGUF is an open source model from GitHub that offers a free installation service, and any user can find unlimited-ocr-crispembed-GGUF on GitHub to install. At the same time, huggingface.co provides the effect of unlimited-ocr-crispembed-GGUF install, users can directly use unlimited-ocr-crispembed-GGUF installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

unlimited-ocr-crispembed-GGUF install url in huggingface.co:

https://huggingface.co/cstr/unlimited-ocr-crispembed-GGUF

Url of unlimited-ocr-crispembed-GGUF

unlimited-ocr-crispembed-GGUF huggingface.co Url

Provider of unlimited-ocr-crispembed-GGUF huggingface.co

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