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zhirongw/lemniscate.pytorch

PyTorch implementation of a self-supervised learning method for unsupervised feature learning on images via non-parametric instance discrimination.

759 stars Python Computer VisionML Frameworks
lemniscate.pytorch
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This repository provides a PyTorch implementation of an unsupervised learning method that discriminates between individual image instances without labels. The approach uses Noise Contrastive Estimation (NCE) loss and a memory bank mechanism to learn compact 128-dimensional feature representations from ImageNet. It supports nearest neighbor classification on learned features and provides pretrained ResNet models.

Frequently asked

What is zhirongw/lemniscate.pytorch?
PyTorch implementation of a self-supervised learning method for unsupervised feature learning on images via non-parametric instance discrimination.
Is lemniscate.pytorch open source?
Yes — zhirongw/lemniscate.pytorch is an open-source project tracked on heatdrop.
What language is lemniscate.pytorch written in?
zhirongw/lemniscate.pytorch is primarily written in Python.
How popular is lemniscate.pytorch?
zhirongw/lemniscate.pytorch has 759 stars on GitHub.
Where can I find lemniscate.pytorch?
zhirongw/lemniscate.pytorch is on GitHub at https://github.com/zhirongw/lemniscate.pytorch.

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