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Browse files- README.md +45 -0
- config.json +19 -0
- model.onnx +3 -0
- model.pt +3 -0
README.md
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---
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license: apache-2.0
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tags:
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- document-layout
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- object-detection
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- yolo
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library_name: ultralytics
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---
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# DocLayout-YOLO - Docstructbench
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Document layout detection model. Paper: [DocLayout-YOLO](https://arxiv.org/abs/2410.12628)
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## Classes (10)
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- `title`
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- `plain_text`
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- `abandon`
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- `figure`
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- `figure_caption`
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- `table`
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- `table_caption`
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- `table_footnote`
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- `isolate_formula`
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- `formula_caption`
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## Usage
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```python
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pip install anyformat-doclayout
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```
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```python
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from anyformat.doclayout import DocLayoutModel, download_converted
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# Download weights from this repo
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weights = download_converted("docstructbench")
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# Run inference
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model = DocLayoutModel(weights)
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results = model.predict("document.png")
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for det in results:
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print(f"{det['class_name']}: {det['confidence']:.2f}")
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```
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config.json
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{
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"model_type": "doclayout-yolo",
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"model_name": "docstructbench",
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"architecture": "yolov10m-g2l-crm",
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"num_classes": 10,
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"class_names": [
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"title",
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"plain_text",
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"abandon",
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"figure",
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"figure_caption",
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"table",
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"table_caption",
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"table_footnote",
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"isolate_formula",
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"formula_caption"
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],
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"input_size": 1024
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}
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model.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:a5817d783e3f7b5854a06b5d4b96f649257315f985892331705d5f596113b236
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size 75725584
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model.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:603d42c9ab6822b1aacde18a2615a6a3d415ec8eb269d2ac3bc6504d7472e69c
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size 81028589
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