Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: bAdvertisement: Attacking Advanced Driver-Assistance Systems Using Print
  Advertisements   In this paper, we present bAdvertisement, a novel attack method against
advanced driver-assistance systems (ADASs). bAdvertisement is performed as a
supply chain attack via a compromised computer in a printing house, by
embedding a "phantom" object in a print advertisement. When the compromised
print advertisement is observed by an ADAS in a passing car, an undesired
reaction is triggered from the ADAS. We analyze state-of-the-art object
detectors and show that they do not take color or context into account in
object detection. Our validation of these findings on Mobileye 630 PRO shows
that this ADAS also fails to take color or context into account. Then, we show
how an attacker can take advantage of these findings to execute an attack on a
commercial ADAS, by embedding a phantom road sign in a print advertisement,
which causes a car equipped with Mobileye 630 PRO to trigger a false
notification to slow down. Finally, we discuss multiple countermeasures which
can be deployed in order to mitigate the effect of our proposed attack.

25
The categories of this paper are: patt-sol
14
The categories of this paper are: math-ph
29
The categories of this paper are: funct-an
17
The categories of this paper are: q-fin
5
The categories of this paper are: gr-qc
34
The categories of this paper are: chem-ph
12
The categories of this paper are: nucl-th
20
The categories of this paper are: acc-phys
22
The categories of this paper are: chao-dyn
21
The categories of this paper are: adap-org
37
The categories of this paper are: supr-con
3
The categories of this paper are: physics
31
The categories of this paper are: ao-sci
30
The categories of this paper are: q-alg
26
The categories of this paper are: bayes-an
7
The categories of this paper are: hep-th