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

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}
}
Owner
Qing Guo
Presidential Postdoctoral Fellow with the Nanyang Technological University. Research interests are computer vision, image processing, deep learning.
Qing Guo
A Code that can make your Discord Account 24/7!

Online-Forever Make your Discord Account Online 24/7! A Code written in Python that helps you to keep your account 24/7. The main.py is the main file.

Phantom 556 Dec 29, 2022
A python package to easy the integration with Direct Online Pay (Mpesa, TigoPesa, AirtelMoney, Card Payments)

A python package to easy the integration with Direct Online Pay (DPO) which easily allow you easily integrate with payment options once without having to deal with each of them individually;

Jordan Kalebu 2 Nov 25, 2021
A script to forward mass number of media to another group/channel. Heroku deploy

Telegram Forward Script 😇 This is a Script to Forward Large Number of Files to Another Telegram Channel. Star එකක් දාල fork එකක් ගහපියව් 🥴 If You Tr

Anjana Madu 17 Oct 21, 2022
A modular telegram Python bot running on python3 with an sqlalchemy database.

TG_Bot A modular telegram Python bot running on python3 with an sqlalchemy database. Originally a simple group management bot with multiple admin feat

Movindu Bandara 1 Nov 02, 2021
Data portal client and server for NMDC.

NMDC Server and Client Portal Getting started with Docker install ldc install submodules via git submodule update --init --recursive In order to popul

National Microbiome Data Collaborative 7 Dec 14, 2022
Telegram bot for downloading covid-19 vaccine certificate

cowin-certificate-bot This is the source code of @cowincertbot, A telegram bot inspired by the whatsapp bot implementation of indian government for co

ArUn Pt 30 Oct 07, 2022
A minimal open source mtg-like tcg game made in python that can be played on a terminal emulator using a keyboard.

TCG-TERM Project state: 🔧 🚧 🚧 🚧 Incomplete, In development 🚧 🚧 🚧 👷 (Keep in mind that at the moment, This project is currently undone, and wil

Amos 3 Aug 29, 2021
A GUI Weather Application written with Python

weather-box - A GUI Weather Application written with Python Made with ❤️ by Suresh Mishra

Suresh Mishra 2 Dec 18, 2021
troposphere - Python library to create AWS CloudFormation descriptions

troposphere - Python library to create AWS CloudFormation descriptions

4.8k Jan 06, 2023
A discord bot that can detect Nitro Scam Links and delete them to protect other users

A discord bot that can detect Nitro Scam Links and delete them to protect other users. Add it to your server from here.

Kanak Mittal 9 Oct 20, 2022
Efetuar teste de automação usando linguagem gherkin

🚀 Teste-de-Automação - QA---CI-T 🚀 Descrição • Primeira Parte • Segunda Parte • Terceira Parte Contributors Descrição Efetuamos testes de automação

Eliel martins 6 Dec 07, 2021
🎄 JustaGrabber - A discord token grabber written in python3

🎄 JustaGrabber - A discord token grabber written in python3 🎇 Made by kldiscord https://github.com/kldiscord 🌟 Please leave a star if you liked Jus

1 Dec 19, 2022
API generated by OpenAPI for nhentai.net

nhentai-api No description provided (generated by Openapi Generator https://github.com/openapitools/openapi-generator) This Python package is automati

Shikanime Deva 1 Nov 01, 2021
Fast and multi-threaded script to automatically claim targeted username including 14 day bypass

Instagram Username Auto Claimer Fast and multi-threaded script to automatically claim targeted username. Click here to report bugs. Usage Download ZIP

265 Dec 28, 2022
DIAL(Did I Alert Lambda?) is a centralised security misconfiguration detection framework which completely runs on AWS Managed services like AWS API Gateway, AWS Event Bridge & AWS Lambda

DIAL(Did I Alert Lambda?) is a centralised security misconfiguration detection framework which completely runs on AWS Managed services like AWS API Gateway, AWS Event Bridge & AWS Lambda

CRED 71 Dec 29, 2022
DevSecOps pipeline for Python based web app using Jenkins, Ansible, AWS, and open-source security tools and checks.

DevSecOps pipeline for Python Web App A Jenkins end-to-end DevSecOps pipeline for Python web application, hosted on AWS Ubuntu 20.04 Note: This projec

Devanshu Vashishtha 4 Aug 15, 2022
Revolt account generator. Bypassing Hcaptcha using AI solver.

RevoltGenerator Revolt account generator. Bypassing Hcaptcha using AI solver. Config settings in config.json then put your usernames / proxies. If you

&! Ѵιchy.#0110 27 Nov 01, 2022
a translator bot for discord

TranslatorBOT it is a simple and powerful discord bot, it been used for translating includes more than 100 language, it has a lot of integrated comman

Mear. 2 Feb 03, 2022
This is a telegram bot built using the Oxford Dictionary API

Oxford Dictionaries Telegram Bot This is a telegram bot built using the Oxford Dictionary API Source: Oxford Dictionaries API Documentation Install En

Abhijith N T 2 Mar 18, 2022
Image-Bot-Discord - This Is a discord bot that shows the specific image you search from Google

Advanced Discord.py Image Bot CREDITS Made by RLX and Mathiscool README by Milrato Installation Guide in .env Adjust the TOKEN python main.py to start

RLX 3 Jan 16, 2022