We propose the adversarial blur attack (ABA) against visual object tracking.

Related tags

Third-party APIs Wrappers ABA
Overview

ABA

We propose the adversarial blur attack (ABA) against visual object tracking. The ICCV link: https://arxiv.org/abs/2107.12085 and, https://openaccess.thecvf.com/content/ICCV2021/papers/Guo_Learning_To_Adversarially_Blur_Visual_Object_Tracking_ICCV_2021_paper.pdf

Motion Blur Systhensis for Visual Object Tracking

JAMANet for One-step Adversarial Blur Attack

Results

Case1

Case2

Case3

Case4

Case5

Case6

Usage

Our implementation is based on PySOT, You need to follow their installation steps for environment setup.

You can enter the target tracker's directory in the experiments folder, run the attack/evaluate experiment with the following command:

# attack
CUDA_VISIBLE_DEVICES=0 python -u ../../tools/attack_test.py --snapshot  model.pth  --dataset OTB100  --config config.yaml
CUDA_VISIBLE_DEVICES=0 python -u ../../tools/attack_dimp.py --snapshot  model.pth  --dataset OTB100  --config config.yaml
CUDA_VISIBLE_DEVICES=0 python -u ../../tools/attack_kys.py --snapshot  model.pth  --dataset OTB100  --config config.yaml

# evaluate
python ../../tools/eval.py  --tracker_path ./results   --dataset OTB100   --num 10 --tracker_prefix 'cl'
python ../../tools/eval.py  --tracker_path ./results   --dataset VOT2018  --num 10 --tracker_prefix 'clean'
python ../../tools/eval.py  --tracker_path ./results   --dataset UAV      --num 10 --tracker_prefix 'guo'
python ../../tools/eval.py  --tracker_path ./results   --dataset VOT2019  --num 10--tracker_prefix 'csa'

Bibtex

@inproceedings{guo2021learning,
      title={Learning to Adversarially Blur Visual Object Tracking},
      author={Qing Guo and Ziyi Cheng and Felix Juefei-Xu and Lei Ma and Xiaofei Xie and Yang Liu and Jianjun Zhao},
      year={2021},
      booktitle={ICCV}
}
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Comments
  • No module named 'pysot.tracker.tracker_builder_cross'

    No module named 'pysot.tracker.tracker_builder_cross'

    When I run the command “CUDA_VISIBLE_DEVICES=0 python -u ../../tools/attack_test.py --snapshot model.pth --dataset OTB100 --config config.yaml”， the error occurs of： Traceback (most recent call last): File "../../tools/attack_test.py", line 21, in from pysot.tracker.tracker_builder_cross import build_trackerC ModuleNotFoundError: No module named 'pysot.tracker.tracker_builder_cross'

    It seems the module of pysot are not found. However, I had fully installed the Pysot module and test in cmd.exe. In the attack_test.py, the all the import command of pysot are work except the 'from pysot.tracker.tracker_builder_cross import build_trackerC' and 'from pysot.models.model_builder_cross import CROSSModelBuilder'.

    So I go to official github repo of Pysot, and search the ' build_trackerC ' and ' CROSSModelBuilder '. But there no search results of these two functions. I don't kown how to import these two functions and make the code work.

    Besides, another question is that 'model.pth' is model pretrained? And where can I download?

    THANKS FOR YOUR HELP!

    opened by tianty 3
Owner
Qing Guo
Presidential Postdoctoral Fellow with the Nanyang Technological University. Research interests are computer vision, image processing, deep learning.
Qing Guo
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