A PyTorch implementation of Multi-digit Number Recognition from Street View Imagery using Deep Convolutional Neural Networks
A PyTorch implementation of Multi-digit Number Recognition from Street View Imagery using Deep Convolutional Neural Networks
If you’re interested in C++ inference, move HERE
Results
| Steps | GPU | Batch Size | Learning Rate | Patience | Decay Step | Decay Rate | Training Speed (FPS) | Accuracy |
|---|---|---|---|---|---|---|---|---|
| 54000 | GTX 1080 Ti | 512 | 0.16 | 100 | 625 | 0.9 | ~1700 | 95.65% |
Sample
$ python infer.py -c=./logs/model-54000.pth ./images/test-75.png
length: 2
digits: 7 5 10 10 10
