Signature Verification ML ML Frameworks

Machine learning systems for authenticating handwritten signatures through feature extraction and deep learning classification. Does NOT include digital document signing, PDF security, or general document authentication systems.

There are 14 signature verification ml frameworks tracked. The highest-rated is luizgh/sigver_wiwd at 48/100 with 156 stars.

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#	Framework	Score	Tier	Stars	Language
1	luizgh/sigver_wiwd Learned representation for Offline Handwritten Signature Verification....	48	Emerging	156	Jupyter Notebook
2	Aftaab99/OfflineSignatureVerification Writer independent offline signature verification using convolutional...	45	Emerging	90	Jupyter Notebook
3	anupdhoble/6thSemProject_SignatureVerification This repository contains the source code and documentation for a Signature...	32	Emerging	7	Python
4	sainipankaj15/Signature-Forgery-Detection Here I am adding all files and code which I used during project. I also...	30	Emerging	10	Jupyter Notebook
5	muame-amr/Signature-Verification Signature Verification Convolutional Neural Network (CNN) model using Deep...	30	Emerging	2	Java
6	TranHuuDat2004/handwriting-signature-recognition Developed a machine learning model for authenticating handwritten...	28	Experimental	41	Jupyter Notebook
7	soumitri2001/awesome-signature-verification A curated, non-exhaustive list of papers in handwritten signature...	26	Experimental	24	—
8	hsinmin/HanSig A large-scale offline Chinese handwritten signature dataset	22	Experimental	17	—
9	NAVANEETHA123-tech/signature-recognition-cnn A deep learning-based system for signature classification using CNN, HOG,...	22	Experimental	1	Jupyter Notebook
10	ashleyfhh/MS-SigNet MultiScale Signature feature learning Network for offline handwritten...	20	Experimental	3	Python
11	Sathwikchallapalli/Signature-Adversarial-Verification ResNet50-based handwritten signature verification with FGSM adversarial...	17	Experimental	—	Python
12	CatExec/signature-recognition-cnn A deep learning-based system for signature classification using CNN, HOG,...	14	Experimental	—	Jupyter Notebook
13	radwayousryyy/InkCrypt 🖊️ Sign and verify PDFs securely with InkCrypt, a digital signature system...	14	Experimental	—	Python
14	hamidsadeghi68/Signature-Classification Signature Classification on ICDAR 2011 Signature Dataset	11	Experimental	3	Jupyter Notebook