git-disl / TOG

Real-time object detection is one of the key applications of deep neural networks (DNNs) for real-world mission-critical systems. While DNN-powered object detection systems celebrate many life-enriching opportunities, they also open doors for misuse and abuse. This project presents a suite of adversarial objectness gradient attacks, coined as TOG, which can cause the state-of-the-art deep object detection networks to suffer from untargeted random attacks or even targeted attacks with three types of specificity: (1) object-vanishing, (2) object-fabrication, and (3) object-mislabeling. Apart from tailoring an adversarial perturbation for each input image, we further demonstrate TOG as a universal attack, which trains a single adversarial perturbation that can be generalized to effectively craft an unseen input with a negligible attack time cost. Also, we apply TOG as an adversarial patch attack, a form of physical attacks, showing its ability to optimize a visually confined patch filled with malicious patterns, deceiving well-trained object detectors to misbehave purposefully.

Date Created 2020-04-15 (4 years ago)
Commits 40 (last one about a year ago)
Stargazers 133 (-1 this week)
Watchers 4 (0 this week)
Forks 41
License unknown
Ranking

RepositoryStats indexes 633,911 repositories, of these git-disl/TOG is ranked #251,138 (60th percentile) for total stargazers, and #366,660 for total watchers. Github reports the primary language for this repository as Jupyter Notebook, for repositories using this language it is ranked #6,098/19,115.

git-disl/TOG is also tagged with popular topics, for these it's ranked: object-detection (#632/1231),  adversarial-attacks (#47/140)

Other Information

git-disl/TOG has Github issues enabled, there are 10 open issues and 20 closed issues.

There have been 1 release, the latest one was published on 2022-08-18 (2 years ago) with the name Pretrained Models.

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Github watchers over time, collection started in '23

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Recent Commit History

21 commits on the default branch (master) since jan '22

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git-disl/TOG

updated: 2025-04-02 @ 07:21pm, id: 255978214 / R_kgDOD0Hq5g