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Adversarial Examples in Visual Object Tracking in Satellite Videos


Adversarial Examples in Visual Object Tracking in Satellite Videos

This article first explores the impact of adversarial examples in the field of visual object tracking in remote sensing imagery.

(PDF) Adversarial Examples in Visual Object Tracking in Satellite ...

Additionally, we consider the temporal consistency of video frames and design an adversarial examples attack method based on momentum ...

Adversarial Examples in Visual Object Tracking in Satellite Videos ...

A classification- and regression-based loss function for the popular Siamese RPN series of visual object tracking models and a PGD gradient-based attack ...

Remote Sensing | Free Full-Text | Adversarial Examples in Visual ...

Adversarial Examples in Visual Object Tracking in Satellite Videos: Cross-Frame Momentum Accumulation for Adversarial Examples Generation. Remote Sens. 2023 ...

Adversarial Examples in Visual Object Tracking in Satellite Videos ...

Adversarial Examples in Visual Object Tracking in Satellite Videos: Cross-Frame Momentum Accumulation for Adversarial Examples Generation.

Adversarial Examples in Visual Object Tracking in Satellite Videos

The visual object tracking technology of remote sensing images has important applications in areas with high safety performance such as national defense, ...

Adversarial Examples in Visual Object Tracking in Satellite Videos

Adversarial Examples in Visual Object Tracking in Satellite Videos: Cross-Frame Momentum Accumulation for Adversarial Examples Generation. Yu Zhang, Lingfei ...

Adversarial Examples in Visual Object Tracking in Satellite Videos

Adversarial Examples in Visual Object Tracking in Satellite Videos: Cross-Frame Momentum Accumulation for Adversarial Examples Generation.

Towards universal and sparse adversarial examples for visual ...

We propose a universal and black-box adversarial example generation framework for video object tracking task. •. Our USAE only requires changing a small part ...

Efficient Adversarial Attacks for Visual Object Tracking - ECVA

Although the adversarial attack deals with a large number of videos, the generator can generate adversarial examples in milliseconds. This enables us to ...

Pipeline of the generation of RSI adversarial examples.

from publication: Adversarial Examples in Visual Object Tracking in Satellite Videos: Cross-Frame Momentum Accumulation for Adversarial Examples Generation ...

Robust Deep Object Tracking against Adversarial Attacks - Chao Ma

The main challenges of exploiting adversarial attack and defense for robust visual tracking lie in two aspects. First, since visual trackers tend to sample ...

Learning To Adversarially Blur Visual Object Tracking

... Live video. Figure 1: An example of our adversarial blur attack against a deployed tracker, e.g., SiamRPN ...

A Paperlist of Adversarial Attack on Object Detection - GitHub

[2019 IJCAI] Transferable Adversarial Attacks for Image and Video Object Detection, PDF, Source code, physicals. [2018 WOOT] Physical Adversarial Examples ...

Topology-aware universal adversarial attack on 3D object tracking

However, deep neural networks are vulnerable to adversarial examples. Traditionally, adversarial examples are generated by applying ...

Adversarial Examples on Object Recognition - ACM Digital Library

Deep neural networks are at the forefront of machine learning research. However, despite achieving impressive performance on complex tasks, they can be very ...

2023 - OUCI

This article first explores the impact of adversarial examples in the field of visual object tracking in remote sensing imagery. We design a classification- and ...

Blinding and blurring the multi-object tracker with adversarial ...

Multi-object tracking (MOT) is a long-standing problem of tracking the unknown number of targets with important applications such as autonomous driving, video ...

Physical Adversarial Textures That Fool Visual Object Tracking

For classification tasks, an adversarial example is de- fined as a slightly-perturbed version of a source image that satisfies two conditions: adversarial ...

Targeted Universal Adversarial Examples for Remote Sensing ...

Adversarial Examples in Visual Object Tracking in Satellite Videos: Cross-Frame Momentum Accumulation for Adversarial Examples Generation · Computer Science, ...