VR-SFT Reproducing Swinging Flashlight Test in Virtual Reality to Detect Relative Afferent Pupillary Defect

2025-04-26 0 0 510.06KB 12 页 10玖币
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VR-SFT: Reproducing Swinging Flashlight Test
in Virtual Reality to Detect Relative Afferent
Pupillary Defect
Prithul Sarker, Nasif Zaman, and Alireza Tavakkoli
Department of Computer Science and Engineering, University of Nevada, Reno,
United States
prithulsarker@nevada.unr.edu
Abstract. The relative afferent asymmetry between two eyes can be
diagnosed using swinging flashlight test, also known as the alternating
light test. This remains one of the most used clinical tests to this day. De-
spite the swinging flashlight test’s straightforward approach, a number of
factors can add variability into the clinical methodology and reduce the
measurement’s validity and reliability. This includes small and poorly
responsive pupils, dark iris, anisocoria, uneven illumination in both eyes.
Due to these limitations, the true condition of relative afferent asymme-
try may create confusion and various observers may quantify the rela-
tive afferent pupillary defect differently. Consequently, the results of the
swinging flashlight test are subjective and ambiguous. In order to elimi-
nate the limitations of traditional swinging flashlight test and introduce
objectivity, we propose a novel approach to the swinging flashlight exam,
VR-SFT, by making use of virtual reality (VR). We suggest that the clin-
ical records of the subjects and the results of VR-SFT are comparable.
In this paper, we describe how we exploit the features of immersive VR
experience to create a reliable and objective swinging flashlight test.
Keywords: Virtual Reality ·HTC Vive Pro ·FOVE 0 ·Swinging Flash-
light Test ·RAPD.
1 Introduction
Relative afferent pupillary defect (RAPD) is a particular eye condition where
pupils constrict asymmetrically in response to light stimuli shone in each eye at
a time. This condition is also known as Marcus Gunn Pupil. RAPD is caused
by a unilateral or asymmetrical retinal or optic nerve disorder. RAPD is not a
disease itself, but the defect occurs due to lesions in the afferent pathway which
is located behind the pupils. RAPD indicates either of the following: lesion of the
optic nerve, optic chiasm, glaucoma, retinal detachment, macular degeneration,
dense cataract, amblyopia etc. Even though RAPD is not life threatening in
all cases, this usually reveals disease in the pre chiasmal visual pathway [1].
A strong correlation is found between RAPD and multiple diseases, such as,
amblyopia [2], glaucoma [3], [4], retinal detachment [5], optic neuritis [6], [7]. A
arXiv:2210.06474v1 [cs.HC] 12 Oct 2022
2 Sarker et al.
study by Wilhelm et al. shows that they noticed asymmetries in the connections
between visual pathways and midbrain in about 2% of normal subjects [8].
The most common eye exam performed to detect RAPD is the swinging
flashlight test (SFT) [1]. In normal eyes, the pupils constrict and dilate similarly
in response to the light stimuli. If the pupils do not respond identically, they are
diagnosed with RAPD. Neutral density filters (NDFs), cross-polarized filters, and
subjective grading based on the degree of initial constriction and subsequent re-
dilation of each pupil as the light is swung are different ways for quantifying or
assessing RAPDs [9][10][11]. These approaches have been proven to be useful and
precise. However, human involvement makes these methods highly subjective; so
the validity of the measurements is questionable. There have been approaches to
reduce human dependencies when it comes to measuring RAPD. Most of these
strategies tackle this problem using pupillometer [12][4].
Virtual reality (VR) is a programmed environment where the objects and
images are made realistic-looking which gives the user the perception of reality,
and is one of the most promising technologies in terms of future development. In
this paper, we introduce a novel method to detect RAPD using VR and discuss
in detail about the methodology of our implementation and results. By using
virtual reality, we eliminate subjectivity of SFT, and control the illumination on
each eye precisely to quantify asymmetrical optic nerve disorder.
2 Literature Review
The variation in pupillary reactivity under bright and low light environments
was originally observed by Marcus Gunn in 1904 [13]. The disparity in pupil-
lary responsiveness at that time was regarded as peculiar. Later, Paul Levatin
in 1959 [13] demonstrated that the pupillary response had a specific cause. The
demonstration was made under the assumption that pupillary impulses or pupil-
lary escape caused by visible light are linearly proportionate to the visual stimuli
given. The authors introduced a novel test to identify pupillary escape under
various lighting conditions and optic nerve disease. This method was named
swinging flashlight test (SFT). However, this approach alone was insufficient to
determine the degree of the disease of the optic nerve [13].
Keeping the deficits of traditional SFT in mind, Thompson et al. introduced
a more reliable technique to measure the relative deficit of the eyes with neutral
density filters (NDF) [9]. The filters dim the light from the flashlight. Based on
the reduced light impulse to each eye using the NDF, the authors proposed to
quantify the relative afferent defect by the log units of the neutral density filters.
The swinging flashlight test is repeated by placing different values of NDF in
front of the relatively normal eye until the pupillary reaction is found to same. In
1993, Bell et al. proposed to quantify RAPD by critically observing the pupillary
reaction under different lighting conditions, and identified the period of time for
constriction and dilation of the pupil [11]. The results of this procedure are highly
subjective because no measurement tool was utilized. This technique is still the
most used one for figuring out RAPD [11].
VR-SFT: Reproducing Swinging Flashlight Test in Virtual Reality 3
Kawasaki et al. in 1995 used a computerized binocular infrared video pupil-
lometer to record pupillary reaction and experimented with various duration and
intensity of light illumination on each eyes [12]. The authors found out strong
linear relationship between difference in contraction amplitude or pupil diame-
ter (y-axis) and the difference of light illumination for each eye (x-axis). They
performed linear regression to locate the point where the line intersects with the
x-axis containing the illumination levels. The intersection point is the relative af-
ferent pupillary defect score, also known as RAPD score. This intersection point
is considered because equal and balanced pupillary responses to stimulation of
the right and left eyes are produced by the log-unit attenuation.
To make the procedure objective, RAPDx device is introduced [4]. The de-
vice is intended for recording and analyzing pupil responses to various stimuli
making quantification of RAPD easy. After the recognition of RAPDx device,
accurate evaluation of relationship between RAPD and other diseases has been
possible. There has been research on patients with optic nerve disease to evalu-
ate progression of RAPD [14]. Satou et al. continued this research and concludes
that an absolute RAPD score of 0.2 or less can be considered as healhy whereas
an absolute RAPD score of 0.5 log units or over means RAPD is present [15].
With the success of deep learning, Temel et al. proposed a transfer learning
based approach to capture pupil diameter from video dataset [16]. For the ex-
periment and data collection, the authors developed a headset that can perform
automated SFT. From the video, they used a pupil localization algorithm to
locate the pupil and measure the pupil diameter, and finally compared left and
right pupil diameter to detect RAPD.
Recent improvements in virtual, augmented, and mixed reality (VAMR) have
led to widespread acceptance and commercial success which reflect in vision
assessment practices. Perceptual Modeling in Virtual Reality (PMVR) [17] and
Visual Acuity in Virtual Reality (VAVR) [18] conduct their experiments using
commercially accessible VAMR technology. In this paper, we propose a novel
objective method to replicate swinging flashlight test using virtual reality for
accurate pupil measurement and detect RAPD. No comparable VR research has
been done, as far as we know. We propose and validate our approach on two
different brands of VR headset.
3 Methodology
In traditional swinging flashlight test, the participant and the examiner are
seated side by side in a dimmed room, and the participant is asked to look
at a point at a far distance to remove the effects of accommodative response.
When the examiner thinks that the participant’s pupils are completely dilated,
a flashlight is directed towards one of the eyes of the participant. After the flash-
light is turned on, the pupils of a normal participant is constricted. Within few
seconds of the illumination, the pupils become adjusted to the light illumination.
Then the flashlight is swiftly moved to the other eye to observe the response of
the pupils. This process is repeated multiple times, and the examiner takes note
摘要:

VR-SFT:ReproducingSwingingFlashlightTestinVirtualRealitytoDetectRelativeAerentPupillaryDefectPrithulSarker,NasifZaman,andAlirezaTavakkoliDepartmentofComputerScienceandEngineering,UniversityofNevada,Reno,UnitedStatesprithulsarker@nevada.unr.eduAbstract.Therelativeaerentasymmetrybetweentwoeyescanbed...

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