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https://github.com/vinhloiit/signet-pytorch
SigNet implementation in Pytorch
https://github.com/vinhloiit/signet-pytorch
pytorch siamese-network signature-verification
Last synced: 1 day ago
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SigNet implementation in Pytorch
- Host: GitHub
- URL: https://github.com/vinhloiit/signet-pytorch
- Owner: VinhLoiIT
- License: mit
- Created: 2020-05-09T01:22:14.000Z (over 4 years ago)
- Default Branch: master
- Last Pushed: 2022-05-07T23:52:46.000Z (over 2 years ago)
- Last Synced: 2023-03-05T11:07:46.411Z (over 1 year ago)
- Topics: pytorch, siamese-network, signature-verification
- Language: Python
- Size: 17.6 KB
- Stars: 8
- Watchers: 3
- Forks: 4
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# 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
```bash
cd data
./cedar.sh
```
# Prepare data
This is used to split dataset to train/test partitions
```bash
python3 prepare_data.py
```
# Train
```bash
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