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
Criando Lambda Functions para Ingerir Dados de APIs com AWS CDK

LIVE001 - AWS Lambda para Ingerir Dados de APIs Fazer o deploy de uma função lambda com infraestrutura como código Lambda vai numa API externa e extra

Andre Sionek 12 Nov 20, 2022
An advanced Filter Bot with nearly unlimitted filters!

Unlimited Filter Bot ㅤㅤㅤㅤㅤㅤㅤ ㅤㅤㅤㅤㅤㅤㅤ An advanced Filter Bot with nearly unlimitted filters! Features Nearly unlimited filters Supports all type of fil

1 Nov 20, 2021
This is a Innexia Group Manager Bot with many features

⚡ Innexia ⚡ A Powerful, Smart And Simple Group Manager ... Written with AioGram , Pyrogram and Telethon... Available on Telegram as @Innexia ❤️ Suppor

TeamDeeCode 84 Jun 04, 2022
Asynchronous wrapper для Gismeteo.ru.

aiopygismeteo Асинхронная обёртка для Gismeteo.ru. Синхронная версия здесь. Установка python -m pip install -U aiopygismeteo Документация https://aiop

Almaz 6 Dec 08, 2022
N3RP (the NFT Rental Protocol) allows users to trustlessly rent out their ERC721-based assets.

N3RP • N3RP - An NFT Rental Protocol (pronounced "nerp") Smart Contracts Passing Tests, Frontend Functional But Is Being Beautified. 🛠 Introduction T

Grant Stenger 56 Dec 07, 2022
this is a telegram torrent bot

owner of this repo :- AYUSH contact me :- AYUSH Slam Mirror Bot This is a telegram bot writen in python for mirroring files on the internet to our bel

AYUSH 237 Dec 16, 2021
A repo to automate the booking process for vaccinations

OntarioVaccineFormAutomaker A repo to automate the booking process for vaccinations Requirements Allow ALL sights to be able to know your location (on

Rafid Dewan 7 May 31, 2021
🚀 An asynchronous python API wrapper meant to replace discord.py - Snappy discord api wrapper written with aiohttp & websockets

Pincer An asynchronous python API wrapper meant to replace discord.py ❗ The package is currently within the planning phase 📌 Links |Join the discord

Pincer 125 Dec 26, 2022
Python3 library that can retrieve Chrome-based browser's saved login info.

Passax EDUCATIONAL PURPOSES ONLY Python3 library that can retrieve Chrome-based browser's saved login info. Requirements secretstorage~=3.3.1 pywin32=

Auax 1 Jan 25, 2022
Find rare users in discord servers

BadgeScraper Find rare users in discord servers How to use Replace the guild_id, server_id and token by the values you wanna use If you never used dis

20 Dec 09, 2022
Roblox-Account-Gen - A simple account generator not using paid solving services

Roblox Account Generator Star this if it helped to spread awareness! No 2captcha

x 1 Feb 17, 2022
A Wrapper for ScarletAPI

ScarletAPI A Wrapper for ScarletAPI still a work in progress Docs these are the

Amashi 0 Mar 24, 2022
Event-driven-model-serving - Unified API of Apache Kafka and Google PubSub

event-driven-model-serving Unified API of Apache Kafka and Google PubSub 1. Proj

Danny Toeun Kim 4 Sep 23, 2022
Solcast rooftop api for HA

Solcast Solar Home Assistant(https://www.home-assistant.io/) Component This custom component integrates the Solcast API into Home Assistant. Modified

Greg 1 Oct 11, 2021
A Python Client for News API

newsapi-python A Python client for the News API. License Provided under MIT License by Matt Lisivick. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRAN

Matt Lisivick 281 Dec 29, 2022
MassReportBot - Discord Mass Report Bot By Dropout

Discord Mass Report Bot By Dropout Discord Report Bot, Just Re-Made The "Admin R

vanis / 1800 0 Jan 20, 2022
A python wrapper for the mangadex API V5. Work in progress

mangadex A python wrapper for the mangadex API V5. It uses the requests library and all the aditional arguments can be viewed in the Official Mangadex

Eduardo Ceja 27 Dec 14, 2022
Sakura: an powerfull Autofilter bot that can be used in your groups

Sakura AutoFilter This Bot May Look Like Mwk_AutofilterBot And Its Because I Like Its UI, That's All Sakura is an powerfull Autofilter bot that can be

PaulWalker 12 Oct 21, 2022
QR login for pyrogram client

Generate Pyrogram session via QRlogin

ポキ 18 Oct 21, 2022
Twitter automation tool for growing organic followers.

Tiwoto Tiwoto is a simple python program that automates some kind of behaviors and keep your account active. Create an .env file in this directory and

Mehmetcan Yildiz 6 Sep 22, 2022