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THUYimingLi authored Jun 21, 2022
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| **Method** | **Source** | **Key Properties** | **Additional Notes** |
|:---------------------------------------------------------------------------------------------------------------:|:---------------------:|------------------------------------------------------------|-------------------------------------------------------------|
| [BadNets](https://github.com/THUYimingLi/BackdoorBox/blob/main/core/attacks/BadNets.py) | [Badnets: Evaluating Backdooring Attacks on Deep Neural Networks](https://ieeexplore.ieee.org/abstract/document/8685687). IEEE Access, 2019. | poison-only | first backdoor attack |
| [Blended Attack](https://github.com/THUYimingLi/BackdoorBox/blob/main/core/attacks/Blended.py) | arXiv, 2017 | poison-only, invisible | first invisible attack |
| [Refool (simplified version)](https://github.com/THUYimingLi/BackdoorBox/blob/main/core/attacks/Refool.py) | ECCV, 2020 | poison-only, sample-specific | first stealthy attack with visible yet natural trigger |
| [Label-consistent Attack](https://github.com/THUYimingLi/BackdoorBox/blob/main/core/attacks/LabelConsistent.py) | arXiv, 2019 | poison-only, invisible, clean-label | first clean-label backdoor attack |
| [Blended Attack](https://github.com/THUYimingLi/BackdoorBox/blob/main/core/attacks/Blended.py) | [Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning](https://arxiv.org/pdf/1712.05526.pdf). arXiv, 2017. | poison-only, invisible | first invisible attack |
| [Refool (simplified version)](https://github.com/THUYimingLi/BackdoorBox/blob/main/core/attacks/Refool.py) | [Reflection Backdoor: A Natural Backdoor Attack on Deep Neural Networks](https://arxiv.org/pdf/2007.02343.pdf). ECCV, 2020 | poison-only, sample-specific | first stealthy attack with visible yet natural trigger |
| [Label-consistent Attack](https://github.com/THUYimingLi/BackdoorBox/blob/main/core/attacks/LabelConsistent.py) | [Label-Consistent Backdoor Attacks](https://arxiv.org/pdf/1912.02771.pdf). arXiv, 2019 | poison-only, invisible, clean-label | first clean-label backdoor attack |
| [TUAP](https://github.com/THUYimingLi/BackdoorBox/blob/main/core/attacks/TUAP.py) | CVPR, 2020 | poison-only, invisible, clean-label | first clean-label backdoor attack with optimized trigger pattern |
| [Sleeper Agent](https://github.com/THUYimingLi/BackdoorBox/blob/main/core/attacks/SleeperAgent.py) | arXiv, 2021 | poison-only, invisible, clean-label | effective clean-label backdoor attack |
| [ISSBA](https://github.com/THUYimingLi/BackdoorBox/blob/main/core/attacks/ISSBA.py) | ICCV, 2021 | poison-only, sample-specific, physical | first poison-only sample-specific attack |
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