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
Mailjet API implementation in Python

READ THIS FIRST!! This repository isn't compatible with the current Mailjet API (v3) and, as a consequence, is considered deprecated and won't undergo

Rick van Hattem 18 Oct 21, 2022
Python On WhatsApp - Run your python codes on whatsapp along with talking to a chatbot

Python On WhatsApp Run your python codes on whatsapp along with talking to a chatbot This is a small python project to run python on whatsapp. and i c

Prajjwal Pathak 32 Dec 30, 2022
This is a unofficial library for making bots in rubika.

rubika this is a unofficial library for making bots in rubika using this library you can make your own0 rubika bot and control that those bots that ma

Bahman 50 Jan 02, 2023
Lambda-function - Python codes that allow notification of changes made to some services using the AWS Lambda Function

AWS Lambda Function This repository contains python codes that allow notificatio

Elif Apaydın 3 Feb 11, 2022
a Disqus alternative

Isso – a commenting server similar to Disqus Isso – Ich schrei sonst – is a lightweight commenting server written in Python and JavaScript. It aims to

Martin Zimmermann 4.7k Jan 02, 2023
A simple Discord bot that can fetch definitions and post them in chat.

A simple Discord bot that can fetch definitions and post them in chat. If you are connected to a voice channel, the bot will also read out the definition to you.

Tycho Bellers 4 Sep 29, 2022
Discord rich-presence implementation for VALORANT

not working on v1 anymore in favor of v2, but if there's any big bugs i'll try to fix them valorant-rich-presence-client Discord rich presence extensi

colinh 278 Jan 08, 2023
An Simple Advance Auto Filter Bot Complete Rewritten Version Of Adv-Filter-Bot

Adv Auto Filter Bot V2 This Is Just An Simple Advance Auto Filter Bot Complete Rewritten Version Of Adv-Filter-Bot.. Just Sent Any Text As Query It Wi

0 Dec 18, 2021
Forked from 0x36 on github who then rewrote the ida_kernelcache python framework

Forked from 0x36 on github who then rewrote the ida_kernelcache python framework. Sadly 0x36 doesn't seem to have push updates to the project and it took me a very long time to figure out why this wa

Turnerhackz1 6 Dec 13, 2022
An open source API to validate the EU Covid Certificates / Green Certificates

Open Covid Certificate Validator This an open source API to validate EU Digital COVID Certificates. It receives a COVID certificate and validates it u

Merlin Schumacher 47 May 30, 2022
Automatically Forward files from groups to channel & FSub

Backup & ForceSub Automatically Forward files from groups to channel & Do force sub on members Variables API_ID : Get from my.telegram.org API_HASH :

Arunkumar Shibu 7 Nov 06, 2022
A Telegram Bot written in Python for mirroring files on the Internet to your Google Drive or Telegram

Original Repo mirror-leech-telegram-bot This is a Telegram Bot written in Python for mirroring files on the Internet to your Google Drive or Telegram.

0 Jan 03, 2022
👨‍💼Linkedin API for Python

linkedin_api 👨‍💼 Linkedin API for Python No "official" API access required - just use a valid Linkedin account! Programmatically send messages, get

Tom Quirk 918 Dec 29, 2022
Desafio de projeto sobre Git/Github

Maçã ou Laranja? 🤔 Desafio Projeto Dio para Git/Github 🔶 Para esse primeiro repositório, decidir adicionar o primeiro algoritmo de inteligência arti

José Filipe 2 Oct 23, 2022
Weather telegram bot with aiogram, on Russian language

weather_bot Weather telegram bot with aiogram, on Russian language #RU Бот по определению погоды в Telegram, написана на библиотеке aiogram, весь инте

LinkxWan 0 Jan 06, 2022
Command-line program to download image galleries and collections from several image hosting sites

gallery-dl gallery-dl is a command-line program to download image galleries and collections from several image hosting sites (see Supported Sites). It

Mike Fährmann 6.4k Jan 06, 2023
Growtopia server_data.php reader with bypass method, using discord bot

Server_data.php-reader Growtopia server_data.php reader with bypass method, using discord bot How to use 1 install python 2 change your bot token

7 Jul 16, 2022
Discord bot for user notes.

Noter A discord bot for handling notes for users. Want to keep track of things about your discord users? Then this bot is for you! Links DB Browser fo

Ori 2 Jun 05, 2022
MCNameBot is a fast discord bot that is used to check the availability of a Minecraft name with a simple command.

MCNameBot MCNameBot is a fast discord bot that is used to check the availability of a Minecraft name with a simple command. If you would like to just

Killin 2 Oct 11, 2022