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Samuel Lima Braz PRO

samuellimabraz

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upvoted an article about 22 hours ago

Open-Source Handwritten Signature Detection Model

posted an update 1 day ago

Sharing my new article on an open-source project for automated signature detection in document processing. The article details: - Dataset Engineering: Combining two public collections to create a hybrid dataset. - Architecture Benchmarking: Evaluating sota models such as YOLO series, DETR variants, and YOLOS for accuracy and efficiency. - Model Optimization: Using Optuna for hyperparameter tuning, achieving a 7.94% F1-score improvement. - Production Deployment: Implementing Triton Inference Server with an OpenVINO CPU backend for optimized inference. It's not such a complex project, but I explore the training of the best current architectures for object detection and share all notebooks, data, models, and the repo with deployment and benchmarking details. Thanks @SkalskiP , @nielsr , @sergiopaniego for the notebooks and resources that have been very helpful. - https://huggingface.co/blog/samuellimabraz/signature-detection-model - https://huggingface.co/collections/tech4humans/signature-detection-678b087d8b0ce22ae8c3f60e

published an article 1 day ago

Open-Source Handwritten Signature Detection Model

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samuellimabraz's activity

upvoted an article about 22 hours ago

Article

Open-Source Handwritten Signature Detection Model

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posted an update 1 day ago

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Sharing my new article on an open-source project for automated signature detection in document processing. The article details:

- Dataset Engineering: Combining two public collections to create a hybrid dataset.
- Architecture Benchmarking: Evaluating sota models such as YOLO series, DETR variants, and YOLOS for accuracy and efficiency.
- Model Optimization: Using Optuna for hyperparameter tuning, achieving a 7.94% F1-score improvement.
- Production Deployment: Implementing Triton Inference Server with an OpenVINO CPU backend for optimized inference.

It's not such a complex project, but I explore the training of the best current architectures for object detection and share all notebooks, data, models, and the repo with deployment and benchmarking details.

Thanks @SkalskiP , @nielsr , @sergiopaniego for the notebooks and resources that have been very helpful.

- https://huggingface.co/blog/samuellimabraz/signature-detection-model
- tech4humans/signature-detection-678b087d8b0ce22ae8c3f60e