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
Use CSV files as a Nornir Inventory source with hosts, groups and defaults.

nornir_csv Use CSV files as a Nornir Inventory source with hosts, groups and defaults. This can be used as an equivalent to the Simple Inventory plugi

Matheus Augusto da Silva 2 Aug 13, 2022
Ap lokit lokit

🎵 FANDA PROJECT 🎵 HAI AKU FANDA! Requirements 📝 FFmpeg NodeJS nodesource.com Python 3.8 or higher PyTgCalls MongoDB Get STRING_SESSION from below:

Fatur 2 Nov 18, 2021
Discord Token Generator of a project - Some stupids ppl are trying to leak it so i'm leaking faster :)

Original creator: Rolf (dort) HCaptcha Bypasser: h0nde Shark.Solar Discord Token Generator of a project - Some stupids ppl are trying to leak it so i'

Stanley 14 Sep 29, 2021
A very basic starter bot based on CryptoKKing with a small balance

starterbot A very basic starter bot based on CryptoKKing with a small balance, use at your own risk. I have since upgraded this script significantly a

Danny Kendrick 2 Dec 05, 2021
Python JIRA Library is the easiest way to automate JIRA. Support for py27 was dropped on 2019-10-14, do not raise bugs related to it.

Jira Python Library This library eases the use of the Jira REST API from Python and it has been used in production for years. As this is an open-sourc

PyContribs 1.7k Jan 06, 2023
Running Performance Calculator

Running Performance Calculator 👉 Have you ever wondered if you ran 10km at 2000

Davide Liu 6 Oct 26, 2022
Deepak Clouds Torrent is a multipurpose Telegram Bot writen in Python for mirroring files on the Internet to our beloved Google Drive.

Deepak Clouds Torrent is a multipurpose Telegram Bot writen in Python for mirroring files on the Internet to our beloved Google Drive.

Deepak Clouds 37 Oct 28, 2022
TwitchAccountMaker - Twitch Account Maker with python

Twitch Account Creator A Twitch Account Creator, Requires Capmonster.cloud Verif

vanis / 1800 0 Jan 20, 2022
Project made to analyse movie trends

MovieTrends Project to analyse the daily movie trends from the website The Movie DataBase. The main idea is upload the results to a PostgreSQL server

Jazmín López Chacón 0 Feb 15, 2022
A Simple, Easy to use and light-weight Pyrogram Userbot

Nexa Userbot A Simple, Easy to use and light-weight Pyrogram Userbot Deploy With Heroku With VPS (Local) Clone Nexa-Userbot repository git clone https

I'm Not A Bot #Left_TG 28 Nov 12, 2022
An example of a chatbot with a number-based menu that can be used as a starting point for a project.

NumMenu Bot NumMenu Bot is an example chatbot showing a way to design a number-based menu assistant with Rasa. This type of bot is very useful on plat

Derguene 19 Nov 14, 2022
A simple url uploader bot with permenent thumbnail support

URL-Uploader A simple url uploader bot with permenent thumbnail support Scrapped some code from @SpEcHIDe's AnyDLBot Repository Please fork this repos

Fayas Noushad 40 Nov 29, 2021
Univerity-student oriented (lithuanian) discord bot

Univerity-student oriented (lithuanian) discord bot

3 Nov 30, 2021
A code that can make an account bump your discord server 24/7!

BumpCord A code that can make an account bump your discord server 24/7! The main.py is the main file. keep_alive.py prevents your repl from going to s

Phantom 28 Aug 20, 2022
The unofficial Amazon search CLI & Python API

amzSear The unofficial Amazon Product CLI & API. Easily search the amazon product directory from the command line without the need for an Amazon API k

Asher Silvers 95 Nov 11, 2022
a Music bot for discord

Bot this is a discord bot made by AnHalfGuy.py#6031(ID: 747864072879603743) and HastagStopAnimalAbuse#5617(ID :349916852308279306) This Bot Is For Mus

A Discord Bot Development 1 Oct 29, 2021
A python api to get info on covid-19

A python api to get info on covid-19

roof 2 Sep 18, 2022
Bringing Ethereum Virtual Machine to StarkNet at warp speed!

Warp Warp brings EVM compatible languages to StarkNet, making it possible to transpile Ethereum smart contracts to Cairo, and use them on StarkNet. Ta

Nethermind 700 Dec 26, 2022
Discord Bot written in Python that plays music in your voice channel

Discord Bot that plays music! I decided to create a simple Discord bot using Python in order to advance my coding skills. Please don't ask me for help

Eric Yeung 39 Jan 01, 2023
Analytics platform for Telegram Channels

Tele-Report Analytics platform for Telegram Channels 🚧 👷 Getting Started 1- Install redis and postgreSQL (it would be more generic in future, like u

2 Oct 11, 2022