signet-pytorch
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SigNet implementation in Pytorch
Signet-Pytorch
SigNet implementation in Pytorch
Original paper: https://arxiv.org/pdf/1707.02131.pdf
Note: I'm not the author of the paper. I'm just curious about the network and topic that I want to reimplement myself in Pytorch
Download dataset
cd data
./cedar.sh
Prepare data
This is used to split dataset to train/test partitions
python3 prepare_data.py
Train
python3 train.py
Result
Dataset | Accuracy (%) |
---|---|
CEDAR | 100 |
TODO
- [ ] Init bias = 0 as paper proposed
- [ ] Add normalization (e.g. divide by standard deviation)
- [ ] GPDS 300 dataset
- [ ] GPDS Synthetic Signature Corpus dataset
- [ ] Bengali dataset
- [ ] Hindi dataset
Reference
- (Maybe author's code) Keras implementation https://github.com/sounakdey/SigNet