diff --git a/F1_curve.png b/F1_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..1404b0d7f78593fbd7f1085009dd8edb8e1768c4 Binary files /dev/null and b/F1_curve.png differ diff --git a/PR_curve.png b/PR_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..536a67bef64326aa93beeec0bd394f50ec55f6ee Binary files /dev/null and b/PR_curve.png differ diff --git a/P_curve.png b/P_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..a6d187715fec22de636d7db909098eabfc089a46 Binary files /dev/null and b/P_curve.png differ diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..9e632ef7142e1cb6dc517dac7ed2cce6965e64d2 --- /dev/null +++ b/README.md @@ -0,0 +1,52 @@ +--- +base_model: +- Ultralytics/YOLOv8 +pipeline_tag: object-detection +--- + +# YOLOv8 Patent Text Region Detection Model + +### Model Description + +**patent_text_regions** is a [YOLOv8](https://docs.ultralytics.com/models/yolov8) model fine-tuned on a custom dataset of page-level images drawn from historical patent specifications published by the British Patent Office. It has been trained to recognize all text regions located within pages of patent specifications as a single class. We take the initialized weights from the official release of the small YOLOv8s model ([yolov8s.pt](https://huggingface.co/Ultralytics/YOLOv8/blob/main/yolov8s.pt)) and fine tune on our custom dataset. + +### Usage + +This model can be used in the same way as any pre-trained [YOLOv8 model](https://huggingface.co/Ultralytics/YOLOv8) by setting the model path to [best.pt](https://huggingface.co/gbpatentdata/yolov8_patent_layouts/blob/main/weights/best.pt). + +### Training Data + +The dataset was created by randomly sampling 420 page images from British patent specifications published between 1850-1899. The data was randomly split 80-10-10 (train-val-test) and then standard preprocessing (images were stretched and auto-oriented to 640 x 640 pixels) and the following data augmentations were applied using [Roboflow](https://roboflow.com/): + +- Crop: 0% Minimum Zoom, 20% Maximum Zoom +- Grayscale: Apply to 15% of images +- Saturation: Between -25% and +25% +- Blur: Up to 2.5px +- Noise: Up to 0.1% of pixels + +The custom dataset consists of 1,092 labelled images in total, which are made available in this repository. + +### Hyperparameters + +We train the model using [default hyperparameters](https://docs.ultralytics.com/modes/train/#introduction), except from the batch size (128) and the number of epochs (300). + +### Evaluation + +Evals on the test set are reported below: + +- mAP50: **0.987** +- mAP50-95: **0.892** + +## Citation + +If you use our model or custom training/evaluation data in your research, please cite our accompanying paper as follows: + +```bibtex +@article{bct2025, + title = {300 Years of British Patents}, + author = {Enrico Berkes and Matthew Lee Chen and Matteo Tranchero}, + journal = {arXiv preprint arXiv:2401.12345}, + year = {2025}, + url = {https://arxiv.org/abs/2401.12345} +} +``` \ No newline at end of file diff --git a/R_curve.png b/R_curve.png new file mode 100644 index 0000000000000000000000000000000000000000..befe07c72b9bfe5f54d9d9a298669f1807da1164 Binary files /dev/null and b/R_curve.png differ diff --git a/args.yaml b/args.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa6297467a2bac5fe507c3c7a6f063b5f75bc56c --- /dev/null +++ b/args.yaml @@ -0,0 +1,93 @@ +task: detect +mode: train +model: yolov8s.yaml +data: patents-3/data.yaml +epochs: 300 +patience: 0 +batch: 128 +imgsz: 640 +save: true +cache: false +device: +- 0 +- 1 +workers: 8 +project: null +name: null +exist_ok: false +pretrained: false +optimizer: SGD +verbose: true +seed: 42 +deterministic: true +single_cls: false +image_weights: false +rect: false +cos_lr: false +close_mosaic: 10 +resume: false +overlap_mask: true +mask_ratio: 4 +dropout: false +val: true +save_json: false +save_hybrid: false +conf: 0.001 +iou: 0.7 +max_det: 300 +half: false +dnn: false +plots: false +source: ultralytics/assets/ +show: false +save_txt: false +save_conf: false +save_crop: false +hide_labels: false +hide_conf: false +vid_stride: 1 +line_thickness: 3 +visualize: false +augment: false +agnostic_nms: false +classes: null +retina_masks: false +boxes: true +format: torchscript +keras: false +optimize: false +int8: false +dynamic: false +simplify: false +opset: 17 +workspace: 4 +nms: false +lr0: 0.01 +lrf: 0.01 +momentum: 0.937 +weight_decay: 0.001 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 7.5 +cls: 0.5 +dfl: 1.5 +fl_gamma: 0.0 +label_smoothing: 0.0 +nbs: 64 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.1 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +mosaic: 1.0 +mixup: 0.0 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