Dots OCR
dots-ocrRednote Hilab Dots OCR. End-to-end document parsing model with layout, text and reading-order prediction in one transformer.
- Price
- ≈ $0.0132/run
- Input → output
- Text + Image → Text
- Developer
- Community
- Updated
- September 23, 2026
Playground
Try Dots OCR
No input form
No input form for this model yet
Its inputs are not documented yet. So that no run fails on a wrong input, we don't offer a form here. Pick a comparable model instead.
Examples
InputPrompt
grounding_ocr
Response
[{"bbox": [448, 513, 528, 535], "category": "Section-header", "text": "### Directions"}, {"bbox": [448, 533, 824, 565], "category": "Text", "text": "For sunscreen use: • apply generously 15 minutes before sun exposure • reapply: • after 80 minutes of swimming or sweating • immediately after towel drying • at least every 2 hours"}, {"bbox": [448, 563, 832, 624], "category": "List-item", "text": "• **Sun Protection Measures.** Spending time in the sun increases your risk of skin cancer and early skin aging. To decrease this risk, regularly use a sunscreen with a Broad Spectrum SPF value of 15 or higher and other sun protection measures including: • limit time in the sun, especially from 10 a.m. - 2 p.m. • wear long-sleeved shirts, pants, hats and sunglasses"}, {"bbox": [448, 622, 640, 638], "category": "List-item", "text": "• children under 6 months of age: Ask a doctor"}]
About Dots OCR
Dots OCR is a model by Community in the Multimodal category. On Railwail, Dots OCR costs ≈ $0.0132 per run.
Pricing
| Typical run (≈ 11 s on L40S) | $0.0132 per run |
|---|---|
| GPU time (L40S) | $0.00117 per GPU second |
- Billed by the GPU time the run actually takes. When the run starts, 3× the typical price is reserved from your balance and settled afterwards.
- 1 credit = $0.01
Cost calculator
Price calculator
Typical according to the provider: about 11.3 s
Total
$1.32
132 credits
Per run
$0.0132 · 1.32 credits
Billed by the actual GPU time; this is an estimate.
API
No verified API example
The public API passes a different input format than this model needs. Use the playground above.
Specifications
- Model ID
dots-ocr- Developer
- Community
- Category
- Multimodal
- Input
- Text, Image
- Output
- Text
- Billing
- By usage (tokens or GPU time)
- Catalog entry updated
- September 23, 2026
Tags
- replicate
- ocr
- vision-understanding
- open-source
Frequently asked questions
What is Dots OCR?
Dots OCR is a model by Community in the Multimodal category.
How much does Dots OCR cost on Railwail?
On Railwail, Dots OCR costs ≈ $0.0132 per run. You are charged for what each request actually uses. Usage is paid from prepaid credits; 1 credit equals $0.01.
How fast is Dots OCR?
There are not enough measured runs of Dots OCR on Railwail yet to state a run time. It depends on the input, the settings and the load at the provider.
Is Dots OCR better than BLIP?
That depends on the task. Dots OCR (Community) and BLIP (Salesforce) are both models in the Multimodal category. The comparison page shows their prices and specifications side by side.
Compare Dots OCR and BLIPCan Dots OCR process images?
Yes. Dots OCR accepts images as input in addition to text.
Comparable models
All in this category- BLIPSalesforce
Salesforce BLIP. Vision-language model for image captioning and visual question answering. Given an image it writes a short natural-language caption, or answers a question about the image when one is supplied. A widely used baseline for automatic captioning.
- CLIP InterrogatorCommunity
pharmapsychotic's CLIP Interrogator. Takes an image and produces a Stable-Diffusion-style text prompt by combining BLIP captioning with CLIP to rank likely subjects, artists, mediums and styles. Commonly used to reverse-engineer a prompt from an existing picture.
- Depth Anything v2Community
Monocular depth-estimation model trained on 595k labeled and 62M unlabeled images. Strong zero-shot generalization in indoor and outdoor scenes.
All models through one API
One API key for every model on Railwail. Usage is charged from prepaid credits, 1 credit = $0.01.