ForestsKing / SimSiam

PyTorch implementation of SimSiam (Exploring Simple Siamese Representation Learning)

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Result

Experiment on Mnist.

  • Pretrain: 60,000 unlabeled images for training

  • Classify: 60 labeled images for training, 10,000 labeled images for testing

Index Encoder Freeze Pretrain Stopgrad Acc
1 0 0 0 0 0.6645
2 1 0 0 0 0.6692
3 1 1 0 0 0.2472
4 1 1 1 0 0.0902
5 1 1 1 1 0.2633

Encoder_0_Freeze_0_Pretrain_0_Stopgrad_0

classify

Encoder_1_Freeze_0_Pretrain_0_Stopgrad_0

classify

Encoder_1_Freeze_1_Pretrain_0_Stopgrad_0

classify

Encoder_1_Freeze_1_Pretrain_1_Stopgrad_0

pretrain

classify

Encoder_1_Freeze_1_Pretrain_1_Stopgrad_1

pretrain

classify

About

PyTorch implementation of SimSiam (Exploring Simple Siamese Representation Learning)


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Language:Python 98.0%Language:Shell 2.0%