├── .ipynb_checkpoints └── arcface-checkpoint.ipynb ├── README.md ├── __pycache__ ├── metrics.cpython-37.pyc └── metrics.cpython-38.pyc ├── arcface.ipynb ├── arcface_bengalli.ipynb ├── autoaugument.py ├── circleloss.ipynb ├── cosface.ipynb ├── data └── MNIST │ ├── processed │ ├── test.pt │ └── training.pt │ └── raw │ ├── t10k-images-idx3-ubyte │ ├── t10k-images-idx3-ubyte.gz │ ├── t10k-labels-idx1-ubyte │ ├── t10k-labels-idx1-ubyte.gz │ ├── train-images-idx3-ubyte │ ├── train-images-idx3-ubyte.gz │ ├── train-labels-idx1-ubyte │ └── train-labels-idx1-ubyte.gz ├── log ├── log_output_eval_arc.csv ├── log_output_eval_resnet50_arc.csv └── log_output_train_arc.csv ├── metrics.py ├── saved_weights.pth ├── sphereface.ipynb ├── train_v2.csv ├── tsne.png ├── tsne_abnormals.png └── tsne_classification.png /.ipynb_checkpoints/arcface-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/.ipynb_checkpoints/arcface-checkpoint.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/README.md -------------------------------------------------------------------------------- /__pycache__/metrics.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/__pycache__/metrics.cpython-37.pyc -------------------------------------------------------------------------------- /__pycache__/metrics.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/__pycache__/metrics.cpython-38.pyc -------------------------------------------------------------------------------- /arcface.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/arcface.ipynb -------------------------------------------------------------------------------- /arcface_bengalli.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/arcface_bengalli.ipynb -------------------------------------------------------------------------------- /autoaugument.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/autoaugument.py -------------------------------------------------------------------------------- /circleloss.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/circleloss.ipynb -------------------------------------------------------------------------------- /cosface.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/cosface.ipynb -------------------------------------------------------------------------------- /data/MNIST/processed/test.pt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/data/MNIST/processed/test.pt -------------------------------------------------------------------------------- /data/MNIST/processed/training.pt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/data/MNIST/processed/training.pt -------------------------------------------------------------------------------- /data/MNIST/raw/t10k-images-idx3-ubyte: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/data/MNIST/raw/t10k-images-idx3-ubyte -------------------------------------------------------------------------------- /data/MNIST/raw/t10k-images-idx3-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/data/MNIST/raw/t10k-images-idx3-ubyte.gz -------------------------------------------------------------------------------- /data/MNIST/raw/t10k-labels-idx1-ubyte: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/data/MNIST/raw/t10k-labels-idx1-ubyte -------------------------------------------------------------------------------- /data/MNIST/raw/t10k-labels-idx1-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/data/MNIST/raw/t10k-labels-idx1-ubyte.gz -------------------------------------------------------------------------------- /data/MNIST/raw/train-images-idx3-ubyte: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/data/MNIST/raw/train-images-idx3-ubyte -------------------------------------------------------------------------------- /data/MNIST/raw/train-images-idx3-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/data/MNIST/raw/train-images-idx3-ubyte.gz -------------------------------------------------------------------------------- /data/MNIST/raw/train-labels-idx1-ubyte: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/data/MNIST/raw/train-labels-idx1-ubyte -------------------------------------------------------------------------------- /data/MNIST/raw/train-labels-idx1-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/data/MNIST/raw/train-labels-idx1-ubyte.gz -------------------------------------------------------------------------------- /log/log_output_eval_arc.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/log/log_output_eval_arc.csv -------------------------------------------------------------------------------- /log/log_output_eval_resnet50_arc.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/log/log_output_eval_resnet50_arc.csv -------------------------------------------------------------------------------- /log/log_output_train_arc.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/log/log_output_train_arc.csv -------------------------------------------------------------------------------- /metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/metrics.py -------------------------------------------------------------------------------- /saved_weights.pth: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/saved_weights.pth -------------------------------------------------------------------------------- /sphereface.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/sphereface.ipynb -------------------------------------------------------------------------------- /train_v2.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/train_v2.csv -------------------------------------------------------------------------------- /tsne.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/tsne.png -------------------------------------------------------------------------------- /tsne_abnormals.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/tsne_abnormals.png -------------------------------------------------------------------------------- /tsne_classification.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/kentaroy47/MetricLearning-mnist-pytorch/HEAD/tsne_classification.png --------------------------------------------------------------------------------