JTJason Turuwhenua

Jason Turuwhenua

*This is an algorithmically generated author record based on publicly available information.

Current Organizations / Institutes

The organizations/institutes from the scholar's latest article

Previous Organizations / Institutes

The organizations / institutes from the scholar's other articles in the past ten years


Jason Turuwhenua has a total of 29 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    A Comparison of Centroid Tracking and Image Phase for Improved Optokinetic Nystagmus Detection

    by Jason Turuwhenua, Mohammad Norouzifard, Zaw LinTun, Misty Edmonds, Rebecca Findlay, Joanna Black, Benjamin Thompson

    Optokinetic nystagmus (OKN) is an involuntary sawtooth eye movement that occurs in the presence of a drifting stimulus. Our experience is that low-amplitude/short-duration OKN can challenge the limits of our commercially available Pupil Neon eye-tracker, leading to false negative OKN detection results. We sought to investigate whether such instances could be remediated. We compared automated OKN detection using: (1) the gaze signal from the Pupil Neon (OKN-G), (2) centroid tracking (OKN-C), and (3) an image-phase-based “motion microscopy” technique (OKN-MMIC). The OKN-C and OKN-MMIC methods were also tested as a remediated step after a negative OKN-G result (OKN-C-STEP, OKN-MMIC-STEP). To validate the approaches adults (n = 22) with normal visual acuity was measured whilst viewing trials of an OKN induction stimulus shown at four levels of visibility. Confusion matrices and performance measures were determined for a “main” dataset that included all methods, and a “retest” set, which contained instances where centroid tracking failed. For the main set, all tested methods improved upon OKN-G by Matthew’s correlation coefficient (0.80–0.85 vs. 0.76), sensitivity (0.89–0.95 vs. 0.85), and accuracy (0.91–0.93 vs. 0.88); but only OKN-C yielded better specificity (0.90–0.96 vs. 0.95). For the retest set, MMIC and MMIC-STEP methods consistently improved upon the performance of OKN-G across all measures.

  • Open Access

    AI and Generative Models in 360-Degree Video Creation: Building the Future of Virtual Realities

    by Nicolay Anderson Christian, Jason Turuwhenua, Mohammad Norouzifard

    The generation of 360° video is gaining prominence in immersive media, virtual reality (VR), gaming projects, and the emerging metaverse. Traditional methods for panoramic content creation often rely on specialized hardware and dense video capture, which limits scalability and accessibility. Recent advances in generative artificial intelligence, particularly diffusion models and neural radiance fields (NeRFs), are examined in this research for their potential to generate immersive panoramic video content from minimal input, such as a sparse set of narrow-field-of-view (NFoV) images. To investigate this, a structured literature review of over 70 recent papers in panoramic image and video generation was conducted. We analyze key contributions from models such as 360DVD, Imagine360, and PanoDiff, focusing on their approaches to motion continuity, spatial realism, and conditional control. Our analysis highlights that achieving seamless motion continuity remains the primary challenge, as most current models struggle with temporal consistency when generating long sequences. Based on these findings, a research direction has been proposed that aims to generate 360° video from as few as 8–10 static NFoV inputs, drawing on techniques from image stitching, scene completion, and view bridging. This review also underscores the potential for creating scalable, data-efficient, and near-real-time panoramic video synthesis, while emphasizing the critical need to address temporal consistency for practical deployment.


  • Open Access

    Automated visual acuity estimation by optokinetic nystagmus using a stepped sweep stimulus

    by Jason Turuwhenua, Zaw LinTun, Mohammad Norouzifard, Misty Edmonds, Rebecca Findlay, Joanna Black, Benjamin Thompson

    Purpose: To describe an automatic system for objective measurement of visual acuity (VA) using optokinetic nystagmus (OKN). This pilot study tested the system's sensitivity and specificity for detecting reduced VA in healthy adults by comparing VA‐OKN to VA with an Early Treatment of Diabetic Retinopathy Study (ETDRS) chart (VA‐ETDRS). Methods: Adult participants (age 30 ± 12 years) with either reduced VA ( n = 11, VA‐ETDRS > 0.20 logMAR) or normal VA ( n = 12, VA‐ETDRS ≤ 0.20 logMAR) completed monocular VA‐OKN measurements in each eye. The VA‐OKN stimulus was an array of drifting (5°/s) vanishing discs presented in descending/ascending size order (0.00–1.00 logMAR in 0.10 steps). The stimulus was stepped every 2 s, and 10 sweeps were shown per eye (five ascending and five descending). Eye‐tracking data determined when OKN activity ceased (descending sweep) or began (ascending sweep), which was used to determine VA‐OKN for each sweep. The estimates were averaged across sweeps to produce an automated VA‐OKN. The automated sweeps were then provided in randomised order to a reviewer blinded to the VA‐ETDRS findings who determined a final VA‐OKN for an eye. Results: A single randomly selected eye from each observer was used for analysis. The sensitivity and specificity of VA‐OKN using the same 0.20 logMAR threshold as VA‐ETDRS was 100%. Comparisons between the VA‐OKN and VA‐ETDRS measures were made for participants in the reduced VA group. There was no significant difference between VA‐OKN and VA‐ETDRS ( p = 0.55) and the two measures produced comparable values ( r 2 = 0.84, 95% limits of agreement = 0.19 logMAR, intra‐class correlation coefficient = 0.90 [95% CI:0.68–0.97]). Conclusions: Visual acuity using optokinetic nystagmus correctly identified a VA deficit in adults and for those with a VA deficit, VA‐OKN was strongly correlated with the gold‐standard clinical measure of VA. OKN is a promising method which has the potential for use in cognitively impaired adults and pre‐verbal children.


  • Open Access

    Automated visual acuity estimation by optokinetic nystagmus using a stepped sweep stimulus

    by Jason Turuwhenua, Zaw LinTun, Mohammad Norouzifard, Misty Edmonds, Rebecca Findlay, Joanna Black, Benjamin Thompson

    Purpose: Measuring visual acuity (VA) can be challenging in adults with cognitive impairment and young children. We developed an automatic system for measuring VA using Optokinetic Nystagmus (OKN). Methods: VA-OKN and VA by ETDRS (VA-ETDRS) were measured monocularly in healthy participants (n=23, age 30±12). VA was classified as reduced (n=22, >0.2 logMAR) or not (n=24, ≤0.2 logMAR) in each eye. VA-OKN stimulus was an array of drifting (5 deg/sec) vanishing disks presented in descending/ascending size order (0.0 to 1.0 logMAR in 0.1 logMAR steps). The stimulus was stepped every 2 seconds, and 10 sweeps were shown per eye. Eye tracking data determined when OKN activity ceased (descending sweep) or began (ascending sweep) to give an automated sweep VA. Sweep traces were randomized and assessed by a reviewer blinded to VA-ETDRS. A final per sweep VA and VA-OKN was thereby determined. Results: A single randomly selected eye was used for analysis. VA deficit group: There was no significant difference between overall mean VA-OKN and VA-ETDRS (p>0.05, paired t-test) and the r 2 statistic was 0.84. The 95% limits of agreement were 0.19 logMAR. No VA deficit group: There was a 0.24 logMAR bias between VA-OKN and VA-ETDRS and no correlation was found (r 2 = 0.06). However, the overall sensitivity/specificity for classification was 100%. Conclusions: A robust correlation between VA-ETDRS and VA-OKN was found. The method correctly detected a VA deficit. Translational relevance: OKN is a promising method for measuring VA in cognitively impaired adults and pre-verbal children.

  • Open Access

    Measuring aniseikonia and investigating neuroplasticity and image factors in amblyopia (MAGNIFY): study protocol for a randomised clinical trial

    by Jayshree South, Tina Gao, Melinda Calderwood, Jason Turuwhenua, Paul Roberts, Arier Lee, Andrew Collins, Joanna Black

    Background: Aniseikonia represents a potential barrier to neuroplasticity which may limit visual outcomes in children with anisometropic amblyopia. Full correction of refractive error is the first step in standard amblyopia treatment, which corrects for image focus but neglects image size differences. Methods: The MAGNIFY study is a double-masked, randomised clinical trial investigating the effectiveness of aniseikonia correcting lenses in children at first diagnosis of significant anisometropia. We hypothesis that aniseikonia correction lenses will improve image clarity and reduce the retinal size differences producing better visual acuity and stereoacuity improvements after 15 weeks of optical treatment for children with anisometropia. Eligible children will be randomly allocated to the treatment group (aniseikonia-correcting spectacle lenses) or control group (standard spectacle lenses). Visual acuity and binocular functions will be assessed every 5 weeks during the 15-week optical treatment phase according to standard amblyopia treatment protocol. Discussion: It is possible that correcting aniseikonia along with anisometropia at first diagnosis will promote binocularity as well as increase spectacle adherence by reducing visual discomfort, improving optical treatment outcomes. This could then reduce the need for additional amblyopia treatment such as patching or atropine, reducing the burden on hospital eye departments and potentially improving visual outcomes for children with amblyopia. Trial registration: Australian New Zealand Clinical Trials Registry (ANZCTR) ACTRN12620000061932. Registered on 24 January 2020. Protocol 15th November 2019, version one.


  • Open Access

    Clinical Aniseikonia in Anisometropia and Amblyopia

    by Jayshree South, Tina Gao, Andrew Collins, Arier Lee, Jason Turuwhenua, Joanna Black

    Clinically, aniseikonia (a perceived difference in shape and image size between the eyes) is often neglected in anisometropic amblyopia due to assumed measurement difficulties. Therefore, we currently lack evidence on whether correction of aniseikonia is beneficial. This study aimed to determine whether subjective aniseikonia is measurable in anisometropia with or without amblyopia. Participants (15-52 years) with Anisometropic Amblyopia (n = 7), Anisometropia without amblyopia (n = 6) and Isometropic Controls (n = 6) were recruited. Subjective aniseikonia was measured using three clinical techniques: Robertson Technique (RT) (penlight and Maddox rod), Aniseikonia Inspector Version 3 (AI3), and the New Aniseikonia Test booklet (NAT), and a psychophysical adaptive method, the Contrast-balanced Aniseikonia Test (CAT), where dichoptic contrast adjustments compensate for any suppression. Eighteen participants completed all tests, one Anisometropic Amblyopia participant could only complete the CAT and NAT due to fusion loss. The Anisometropic Amblyopia group exhibited the most aniseikonia (range -1.50-+10.50%) followed by Anisometropic Controls (range -3.30-+4.50%) and Isometropic Controls (range -1.50-+3.28%). There was a significant trend of more subjective aniseikonia with increasing amounts of anisometropia across all four tests (AI3 r = 0.630, p = 0.005; NAT r = 0.542, p = 0.017; RT r = 0.499, p = 0.035; CAT r = 0.440, p = 0.059. Bland Altman analysis demonstrated clinically significant levels of variability between the tests. Subjective aniseikonia can be reliably measured in patients with anisometropia and suppression. Subjective aniseikonia measurement is recommended as four of the most commonly used clinical tests did not support the 1% per dioptre rule of thumb.


  • Open Access

    Fatigue-related impairments in oculomotor control are prevented by norepinephrine-dopamine reuptake inhibition

    by Charlotte J. W. Connell, Benjamin Thompson, Jason Turuwhenua, Alexa Srzich, Nicholas Gant

    Fatigue-induced reductions in saccade velocity have been reported following acute, prolonged exercise. Interestingly, the detrimental impact of fatigue on oculomotor control can be prevented by a moderate dose of caffeine. This effect may be related to central catecholamine upregulation via caffeine’s action as an adenosine antagonist. To test this hypothesis, we compared the protective effect of caffeine on oculomotor control post-exercise to that of a norepinephrine-dopamine reuptake inhibitor. Within a placebo-controlled crossover design, 12 cyclists consumed placebo, caffeine or a norepinephrine-dopamine reuptake inhibitor (bupropion) during 180 minutes of stationary cycling. Saccades, smooth pursuit and optokinetic nystagmus were measured using infrared oculography. Exercise fatigue was associated with an 8 ± 11% reduction in the peak velocity of prosaccades, and a 10 ± 11% decrement in antisaccade peak velocity. Optokinetic nystagmus quick phases decreased in velocity by 15 ± 17%. These differences were statistically significant (p < 0.05). Norepinephrine-dopamine reuptake inhibition and caffeine prevented fatigue-related decrements in eye movement velocity. Pursuit eye movements and visual attention were unaffected. These findings show that norepinephrine-dopamine reuptake inhibition protects oculomotor function during exercise fatigue. Caffeine’s fatigue-reversing effects on eye movements appear to be mediated, at least in part, via modulation of central catecholamines.


  • Open Access

    An Optokinetic Nystagmus Detection Method for Use With Young Children

    by Mehrdad Sangi, Benjamin Thompson, Jason Turuwhenua

    The detection of vision problems in early childhood can prevent neurodevelopmental disorders such as amblyopia. However, accurate clinical assessment of visual function in young children is challenging. optokinetic nystagmus (OKN) is a reflexive sawtooth motion of the eye that occurs in response to drifting stimuli, that may allow for objective measurement of visual function in young children if appropriate child-friendly eye tracking techniques are available. In this paper, we present offline tools to detect the presence and direction of the optokinetic reflex in children using consumer grade video equipment. Our methods are tested on video footage of children (N = 5 children and 20 trials) taken as they freely observed visual stimuli that induced horizontal OKN. Using results from an experienced observer as a baseline, we found the sensitivity and specificity of our OKN detection method to be 89.13% and 98.54%, respectively, across all trials. Our OKN detection results also compared well (85%) with results obtained from a clinically trained assessor. In conclusion, our results suggest that OKN presence and direction can be measured objectively in children using consumer grade equipment, and readily implementable algorithms.


  • A method for detecting optokinetic nystagmus based on the optic flow of the limbus

    by Jason Turuwhenua, Tzu-Ying Yu, Zan Mazharullah, Benjamin Thompson


  • Fully Automated Montaging of Laser Scanning In Vivo Confocal Microscopy Images of the Human Corneal Subbasal Nerve Plexus

    by Jason T. Turuwhenua, Dipika V. Patel, Charles N. J. McGhee

    Purpose Creating wide-field montages of the human corneal subbasal nerve plexus using laser scanning in vivo confocal microscopy (IVCM) requires considerable expertise and remains highly labor intensive. A typical montage contains several hundred images to be quality checked and manually arranged. The purpose of this study was to develop and validate software for off-line montaging of IVCM images of the living human cornea. Methods The software was developed and tested using four large data sets of IVCM images from normal human corneas. Two of the data sets were used for calibration purposes, the remaining images served as a validation set. Techniques utilized included image binarization, clustering, key-point generation, and feature-based stitching. A range of tests involving computer processing and visual inspection were applied to audit and compare the automated montages with manually constructed montages. Results The original IVCM images (N = 2565) from four corneas were processed into image groups, reducing the number of effective images by 68% to 86%. Each data set contained a large primary grouping. A clustering strategy was used to reduce the total potential workload by 57%. Both programmatic and visual inspection confirmed the method was robust to errors, with a specificity of 100% (i.e., no falsely matched images). The time taken to complete the montage varied from 1.5 to 3 hours. Conclusions Computer-driven image stitching is a useful, effective, and time-saving tool for studies involving IVCM corneal nerve imaging. Further research will extend and optimize these methods.