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
Backlog API v2 Client Library for Python

BacklogPy - Backlog API v2 Client Library for Python BacklogPy is Backlog API v2 Client Library for Python 2/3 Install You can install the client libr

Koudai Aono 7 Dec 16, 2022
Telegram bot to extract text from image

OCR Bot @Image_To_Text_OCR_Bot A star ⭐ from you means a lot to us! Telegram bot to extract text from image Usage Deploy to Heroku Tap on above button

Stark Bots 25 Nov 24, 2022
A Telegram user bot to count telegram channel subscriber or group member.

Subscriber Count Userbot A Telegram user bot to count telegram channel subscriber or group member. This tool is only for educational purpose. You coul

IDNCoderX 8 Nov 30, 2022
A play store search telegram bot

Play-Store-Bot A play store search telegram bot Made with Python3 (C) @FayasNoushad Copyright permission under MIT License License - https://github.c

Fayas Noushad 17 Oct 28, 2022
An advanced crypto trading bot written in Python

Jesse Jesse is an advanced crypto trading framework which aims to simplify researching and defining trading strategies. Why Jesse? In short, Jesse is

Jesse 4.4k Jan 09, 2023
Most Powerful Chatbot On Telegram Bot

About Hello, I am Lycia [リュキア], An Intelligent ChatBot. If You Are Feeling Lonely, You can Always Come to me and Chat With Me! How To Host The easiest

RedAura 8 May 26, 2021
A Very Simple Telegram Files Rename Bot by @AbirHasan2005

Rename-Bot This is a very simple Telegram Files Rename Bot by @AbirHasan2005. Features Rename Videos, Files or Audios. Permanent Custom Thumbnail Supp

Abir Hasan 124 Dec 25, 2022
Telegram Group Manager Bot Written In Python Using Pyrogram.

──「𝐂𝐡𝐢𝐤𝐚 𝐅𝐮𝐣𝐢𝐰𝐚𝐫𝐚」── Telegram Group Manager Bot Written In Python Using Pyrogram. Deploy To Heroku NOTE: I'm making this note to whoever

Wahyusaputra 3 Feb 12, 2022
Security Monkey monitors AWS, GCP, OpenStack, and GitHub orgs for assets and their changes over time.

NOTE: Security Monkey is in maintenance mode and will be end-of-life in 2020. For AWS users, please make use of AWS Config. For GCP users, please make

Netflix, Inc. 4.3k Jan 09, 2023
This project checks the weather in the next 12 hours and sends an SMS to your phone number if it's going to rain to remind you to take your umbrella.

RainAlert-Request-Twilio This project checks the weather in the next 12 hours and sends an SMS to your phone number if it's going to rain to remind yo

9 Apr 15, 2022
A telegram bot writen in python for mirroring files on the internet to our beloved Google Drive

[] Mirror Bot This is a telegram bot writen in python for mirroring files on the internet to our beloved Google Drive. Deploying on Heroku Give Star &

43 Mar 06, 2022
Python linting made easy. Also a casual yet honorific way to address individuals who have entered an organization prior to you.

pysen What is pysen? pysen aims to provide a unified platform to configure and run day-to-day development tools. We envision the following scenarios i

Preferred Networks, Inc. 452 Jan 05, 2023
Demonstrate how GitHub OIDC token getting should be included in boto3

boto3 should add direct support for AssumeRoleWithWebIdentity for GitHub Actions There is a aws-actions/configure-aws-credentials action that will get

Ben Kehoe 11 Aug 29, 2022
Discord Account Generator that will create Account with hCaptcha bypass. Using socks4 proxies

Account-Generator [!] This was made for education. Please use socks4 proxies for nice experiences. [!] Please install these modules - "pip3 install ht

RyanzSantos 10 Feb 23, 2022
WhatSender is a python package that allows you to send Whatsapp messages at a given time.

WhatSender is a python package that allows you to send Whatsapp messages at a given time.

IdoBarel 0 Apr 21, 2022
Secret messaging app which you can use to communicate with your friends by encrypting / decrypting secret messages or sending secret message through mail.

Secret-Whisper A Secret messaging app which you can use to communicate with your friends by encrypting / decrypting secret messages 🤫 or sending secr

3 Jan 01, 2022
This is Telegram Files Store Bot by @AbirHasan2005

PyroFilesStoreBot This is Telegram Parmanent Files Store Bot by @AbirHasan2005. Language: Python3 Library: Pyrogram Features: In PM Just Forward or Se

Abir Hasan 168 Dec 19, 2022
Repository for the IPvSeeYou talk at Black Hat 2021

IPvSeeYou Geolocation Lookup Tool Overview IPvSeeYou.py is a tool to assist with geolocating EUI-64 IPv6 hosts. It takes as input an EUI-64-derived MA

57 Nov 08, 2022
A user reconnaisance tool that extracts a target's information from Instagram, DockerHub & Github.

A user reconnaisance tool that extracts a target's information from Instagram, DockerHub & Github. Also searches for matching usernames on Github.

Richard Mwewa 127 Dec 22, 2022
ThetaGang is an IBKR bot for collecting money

💬 Join the Matrix chat, we can get money together. Θ ThetaGang Θ Beat the capitalists at their own game with ThetaGang 📈 ThetaGang is an IBKR tradin

Brenden Matthews 1.5k Jan 08, 2023