Saining Xie
University of California San Diego
2 papers in the Anchorcite directory, published between 2017 and 2020, cited 24,680 times in total.
ORCID profileResearch topics
- Domain Adaptation and Few-Shot Learning · 2 papers
- Advanced Neural Network Applications · 2 papers
- Multimodal Machine Learning Applications · 1 paper
- Adversarial Robustness in Machine Learning · 1 paper
Frequent co-authors
- Kaiming He · 2 papers
- Ross Girshick · 2 papers
- Haoqi Fan · 1 paper
- Yuxin Wu · 1 paper
- Piotr Dollár · 1 paper
- Zhuowen Tu · 1 paper
Papers
- Momentum Contrast for Unsupervised Visual Representation Learning2020 · 12,628 citations
We present Momentum Contrast (MoCo) for unsupervised visual representation learning. From a perspective on contrastive learning as dictionary look-up, we build a dynamic dictionary with a queue and a moving-averaged encoder. This enables building a large and consistent dictionary on-the-fly…
- Aggregated Residual Transformations for Deep Neural Networks2017 · 12,052 citations
We present a simple, highly modularized network architecture for image classification. Our network is constructed by repeating a building block that aggregates a set of transformations with the same topology. Our simple design results in a homogeneous, multi-branch architecture that…
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