The paper discussing the project's approach and results can be found here: Signature Embedding: Writer Independent Offline Signature Verification with Deep Metric Learning
I am working on a cleaner and optimized implementation of the system: https://github.com/hrantzsch/signature-embedding.
As long as the work on the new project has not processed to a point where it can be used, feel free to file an issue if you require assistance with this repository.