1
Signature Detection
👁
Handwritten Signature Detection
Samuel Lima Braz PRO
samuellimabraz
AI & ML interests
None yet
Recent Activity
upvoted
an
article
1 day 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
2 days ago
Open-Source Handwritten Signature Detection Model
Organizations
samuellimabraz's activity
liked
a
Space
7 days ago
liked
a
Space
12 days ago
liked
a
dataset
18 days ago
liked
a
model
19 days ago
liked
a
dataset
24 days ago
liked
a
model
24 days ago
liked
a
Space
25 days ago
liked
a
Space
about 1 month ago
liked
a
dataset
about 1 month ago
liked
a
Space
about 2 months ago
liked
a
Space
5 months ago
