MultiSiam

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Official PyTorch implementation of MultiSiam in ICCV 2021 (https://arxiv.org/abs/2108.12178)

MultiSiam 최신버젼 다운로드

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// repository documentation

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# MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous Driving

Code will be available soon.

## Motivation

![img](https://raw.githubusercontent.com/KaiChen1998/MultiSiam/main/img/inconsistency.png)

## Architecture

![img](https://raw.githubusercontent.com/KaiChen1998/MultiSiam/main/img/architecture.png)

## Experiment

### Pre-train on multi-instance datasets

![img](https://raw.githubusercontent.com/KaiChen1998/MultiSiam/main/img/multi-instance.png)

### Pre-train on single-instance ImageNet

![img](https://raw.githubusercontent.com/KaiChen1998/MultiSiam/main/img/single-instance-1.png)

![img](https://raw.githubusercontent.com/KaiChen1998/MultiSiam/main/img/single-instance-2.png)

## Citation

```
@inproceedings{chen2021multisiam,
  title={MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous Driving},
  author={Chen, Kai and Hong, Lanqing and Xu, Hang and Li, Zhenguo and Yeung, Dit-Yan},
  booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
  pages={7546--7554},
  year={2021}
}
```

MultiSiam

MultiSiam 최신버젼 다운로드

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MultiSiam 최신버젼 다운로드

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