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Peli E, Goldstein B, Jung J-H (2021) The invisibility of scotomata I: Scotoma carving. Submitted.
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Dataset: zip files: a total of 548 MB


Stahl M, Peli E. (2020) Structured laser light improves tripping hazard recognition for people with visual impairments. Translational Vision Science & Technology.
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Dataset: Xlsx File 310 KB


Jung J-H, Castle R, Kurukuti NM, Manda S, Peli E. (2020) Field Expansion with Multiplexing Prism Glasses Improve Pedestrian Detection for People with Acquired Monocular Vision. Translational Vision Science & Technology.
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Dataset: Xlsx File 34 KB


Pamir Z, Canoluk MU, Jung J-H, Peli E (2020) Poor resolution at the back of the tongue is the bottleneck for spatial pattern recognition. Scientific Reports.
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Dataset: Xlsx File 40.5 KB


Hwang AD and Peli E. (2019) Stereoscopic 3D Optic Flow Distortions Caused by Parameters Mismatches between Image Acquisition and Display Parameters. Journal of imaging Science and Technology (JIST). 63(6):60412-1-60412-7(7).
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Dataset: ZIP Folder 225 KB Xlsx File 225 KB


Garc?a-P?rez MA, Peli E. (2019) Psychophysical tests do not identify ocular dominance consistently. i-Perception, 2019, 10(2):1-40.
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Dataset: ZIP Folder 225 KB


Qiu C, Lee K, Jung JH, Goldstein R, Peli E.(2018) De-cluttering using motion parallax improves recognition of new objects in simulated prosthetic vision. Translational Vision Science & Technology, 2018.
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Dataset: Data Spreadsheet XLSX 72 KB


Gao Z, Hwang AD, Zhai G, Peli E. (2018) Correcting Geometric Distortions in Stereoscopic 3D Imaging. PLoS ONE 13(10):e0205032.
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Dataset: ZIP Folder 12.9MB


Jung JH, Peli E. (2018) No useful field expansion with full-field prisms. Optometry and Vision Science, 2018;95:805?813.
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Dataset: Data Spreadsheet XLSX 30 KB


Jung JH, Peli E. (2018) Field expansion for acquired monocular vision using a multiplexing prism. Optometry and Vision Science, 2018; 95:814?828.
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Dataset: Data Spreadsheet XLSX 30 KB


Qiu C, Jung JH, Tuccar-Burak M, Spano L, Goldstein R, Peli E. (2018) Measuring Pedestrian Collision Detection With Peripheral Field Loss and the Impact of Peripheral Prisms. Translational Vision Science & Technology, 2018;7: 1. doi:10.1167/tvst.7.5.1
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Dataset: Data Spreadsheet XLSX 74 KB


Hwang, A.D., Tuccar-Burak, M., Goldstein, R. and Peli, E. (2018) Ineffectiveness of yellow lens glasses for nighttime driving Submitted, PDF not yet available.
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Dataset: Data Spreadsheet XLSX 74KB


Houston K, Bowers AR, Peli E, Woods RL (2018). Peripheral Prisms Improve Obstacle Detection in Left Hemispatial Neglect. Optometry and Vision Science
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Dataset: Data Spreadsheet XLSX 336KB

STATA Dataset: Data File DTA 263KB

STATA Output: Data Output File DO 4KB


Han S, Qiu C, Lee K, Jung JH, Peli E (2018). Word recognition: Re-thinking prosthetic vision evaluation. Journal of Neural Engineering.
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Dataset: Data Spreadsheet XLSX 381KB


Peli E, Jung JH. (2017) Multiplexing prisms for field-of-view expansion. Optometry and Vision Science, 2017; 94:817-829
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Dataset:Data Spreadsheet XLSX 213KB


Jung JH, Pu T, Peli E. (2016) Comparing object recognition from binary and bipolar edge images. Submitted, PDF not yet available
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Dataset:Dataset ZIP 56.5MB


Peli E, Apfelbaum H, Berson EL, Goldstein RB. (2016) The risk of pedestrian collisions with peripheral visual field loss. Journal of Vision In press, PDF not yet available.
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Dataset: ZIP Folder 86.5 MB


Peli E, Bowers AR, Keeney K, Jung JH. (2016) High Power Prismatic Devices for Oblique Peripheral Prisms. Optometry and Vision Science, 93(5): 521-533. Recent Papers

Data spreadsheet:Data Spreadsheet XLSX 688KB


Houston KE, Bowers AR, Fu X, Liu R, Goldstein RB, Churchill J, Wiegand JP, Soo T, Tang Q, Peli E. (2016) A Pilot Study of Perceptual-Motor Training for Peripheral Prisms. Translational Vision Science & Technology, 2016;5(1):9
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Supplementary Materials:Supplementary Materials PDF 680KB

Data spreadsheet:Data Spreadsheet XLSX 56KB


Doherty AL, Peli E, Luo G. (2015) Hazard Detection with a Monocular Bioptic Telescope. Opthalmic Physiological Optics, 35: 530-539. doi:10.1111/opo
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Data spreadsheet:Data Spreadsheet XLSX 56KB


Jung JH, Aloni D, Yitzhaky Y, Peli E (2015) Active confocal imaging for visual prostheses. Vision Research, 2015; 111: 182?196. doi.org/10.1016/j.visres.2014.10.023
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Data spreadsheet:Data Spreadsheet XLSX 220KB


Garc?a-P?rez MA, Peli E. (2015) Aniseikonia tests: The role of viewing mode, response bias, and size?color illusions. Translational Vision Science & Technology, 2015;4(3):9. doi: 10.1167/tvst.4.3.9.
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Data spreadsheet:Data Spreadsheet XLSX 403KB


Houston KE, Woods RL, Goldstein RB, Peli E, Luo G, Bowers AR. (2015) Asymmetry in the Collision Judgments of People with Homonymous Field Defects and Left Hemispatial Neglect. Investigative Ophthalmology and Visual Science, 2015;56:4135?4142.
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Data spreadsheet:Data Spreadsheet XLSX 403KB


Bowers A, Keeney K, Peli E. (2014) Randomized crossover clinical trial of real and sham peripheral prism glasses for hemianopia. JAMA Ophthalmology 2014, 132(2):214-222. doi:10.1001/jamaophthalmol.2013.5636
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Data spreadsheet:Data Spreadsheet XLSX 303KB


Hwang AD, Peli E. (2014) Instability of perceived world while watching 3D stereoscopic imagery: a likely source of motion sickness symptoms. iPerception, 5(6): 515?535. doi:10.1068/i0647
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Data spreadsheet:Data Spreadsheet XLSX 2.05MB


M.A. Garcia Perez, E. Peli (2014) The bisection point across variants of the task. Attention, Perception & Psychophysics, 76:1671?1697. DOI 10.3758/s13414-014-0672-9
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Data spreadsheet:Zip Folder 44KB


Hwang AD, and Peli E. (2014) An Augmented-Reality Edge Enhancement Application for Google Glass. Optometry and Vision Science, 91(8): 1021-1030.
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Data spreadsheet:Data Spreadsheet XLSX 93KB


Jung JH, Peli E (2014) Impact of high power and angle of incidence on prism corrections for visual field loss. Optical Engineering, 53 (6), 061707, 2014; doi: 10.1117/1.OE.53.6.061707.
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Data spreadsheet:Data Spreadsheet XLSX 119KB


Satgunam P, Woods RL, Bronstad PM, Peli E. (2013) Factors affecting enhanced video quality preferences. IEEE Transactions On Image Processing; 22(12): 5146-5157. doi: 10.1109/TIP.2013.2282120.
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Data Spreadsheet:Data Spreadsheet XLSX 401KB


To L, Woods RL, Goldstein RB, Peli E. (2013) Psychophysical contrast calibration. Vision Research. http://dx.doi.org/10.1016/j.visres.2013.04.011. [ PDF 1.7 MB]
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Data Spreadsheet: Zip Folder 316 KB


Doherty AL, Bowers AR, Luo G, Peli E. (2013) The effect of strabismus on object detection in the ring scotoma of a monocular bioptic telescope. Ophthalmic and Physiological Optics. doi:10.1111/opo.12067
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Data Spreadsheet: Data Spreadsheet XLSX 119kb


Bronstad PM, Bowers AR, Albu A, Goldstein RB, Peli E. (2013) Driving with central visual field loss I: Effect of central scotoma on response to hazards. JAMA Ophthalmology; 131(3):303-309. doi:10.1001/jamaophthalmol.2013.1443
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Data Spreadsheet: Data Spreadsheet XLSX 33kb


Bowers AR, Tant M, Peli E. (2012) A pilot evaluation of on-road detection performance by drivers with hemianopia using oblique peripheral prisms. Stroke Research and Treatment, 2012 (2012), Article ID 176806. doi:10.1155/2012/176806
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Data Spreadsheet: Data Spreadsheet XLS 164kb


Hwang AD, Peli E. (2012) Development of a headlight glare simulator for a driving simulator. Transportation Research Part C: Emerging Technologies. doi: 10.1016/j.trc.2012.09.003.
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Data Spreadsheet: Data spreadsheet XLSX 81kb


Satgunam P, Woods RL, Luo G, Bronstad PM, Reynolds Z, Ramachandra C, Mel BW, Peli E. (2012) Effects of contour enhancement on low-vision preference and visual search. Optometry and Vision Science 2012, 89(9), pp E1364-E1373.
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Data Spreadsheet: Data spreadsheet XLS 2716kb


Satgunam P, Apfelbaum H, Peli E. (2012) Volume perimetry: Measurement in depth of visual field loss. Optometry and Vision Science 2012, 89(9), pp E1265-E1275.
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Data Spreadsheet: Data spreadsheet XLS 74kb


Ross NC, Bowers AR, Peli E. (2012) Peripheral prism glasses: Effects of dominance, suppression, and background. Optometry and Vision Science, 89(9), pp 1343-1352
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Data spreadsheet: Data Spreadsheet XLS 256KB


Bronstad PM, Bowers AR, Albu A, Goldstein RB, Peli E. (2011) Hazard detection by drivers with paracentral homonymous field loss: a small case series. Journal of Clinical and Experimental Opthamology, S5:001.doi: 10.4172/2155-9570.S5-001
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Data Spreadsheet: Data spreadsheet XLS 39kb


Garc?a-P?rez MA, Peli E. (2011) Visual contrast sensitivity is largely unaltered during saccades. Frontiers in Psychology: Perception Science 2:247. doi: 10.3389/fpsyg.2011.00247
Online Article

Data: Data presented in article figures. Zip 5 KB


Garc?a-P?rez MA, Alcal?-Quintana R, Woods RL, Peli E. (2011) Psychometric functions for detection and discrimination with and without flankers. Attention, Perception & Psychophysics, 2011, 73: 829-853.
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Data spreadsheet: Data spreadsheet XLS 26 KB


Luo G, Peli E. (2011) Recording and automated analysis of naturalistic bioptic driving. Ophthalmic and Physiological Optics 2011, 31, 318-325 doi:10.1111/j. 1475-1313.2011.00829.x
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Data spreadsheet: Data spreadsheet XLS 78 KB


Vera-Diaz FA, Woods RL, Peli E. (2010) Shape and individual variability of the blur adaptation curve. Vision Research 50: 1452-1461
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Data spreadsheet: Data spreadsheet XLS 78 KB


Doherty AL, Bowers AR, Luo G, Peli E. (2011) Object detection in the ring scotoma of a monocular bioptic telescope. Archives of Ophthalmology 129(5): 611-617
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Data spreadsheet: Data spreadsheet XLS 78 KB


Bowers AR, Mandel AJ, Goldstein RB, Peli E. (2010) Driving with hemianopia, 2: Lane position and steering in a driving simulator. Investigative Ophthalmology and Visual Science 51(12): 6605-6613
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Data spreadsheet: Data spreadsheet XLS 157 KB


Fu X, Luo G, Peli E. (2010) Telescope aiming point tracking method for bioptic driving surveillance. IEEE Transactions on Neural Systems and Rehabilitation Engineering 18(6): 628-636
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Data spreadsheet: Data spreadsheet XLS 877 KB


Woods RL, Colvin CR, Vera-Diaz FA, Peli E. (2010) A relationship between tolerance of blur and personality. Investigative Ophthalmology and Visual Science 51 (11): 6077-6082
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Data spreadsheet: Data spreadsheet XLS 293 KB


Woods RL, Giorgi RG, Berson EL, Peli E. (2010) Extended wearing trial of Trifield lens device for "Tunnel Vision". Ophthalmic and Physiological Optics 2010 30: 240-252
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Data spreadsheet: Data spreadsheet XLS 310 KB


Sayegh RR, Avena Diaz L, Vargas-Martin F, Webb RH, Dohlman CH, Peli E. (2010) Optical functional properties of the Boston Keratoprothesis. Investigative Ophthalmology and Visual Science 51(2): 857-863
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Data spreadsheet: Data spreadsheet XLS 118 KB


Apfelbaum HL, Gambacorta C, Woods RL, Peli E (2010) Inattentional blindness with same scene at different scales. Ophthalmic and Physiological Optics 2010 30: 124-131
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Data spreadsheet: Data spreadsheet XLS 483 KB


Woods RL, Apfelbaum HL, Peli E. (2010) DLP™-based dichoptic vision test system. Journal of Biomedical Optics 15(1), 016011 pp. 1-13 (January/February 2010)
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Data spreadsheet: Data spreadsheet XLS 56 KB


Bowers AR, Mandel AJ, Goldstein RB, Peli, E. (2009) Driving with hemianopia, I: detection performance in a driving simulator. Investigative Ophthalmology and Visual Science 50(11): 5137-5147
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Data spreadsheet: Data spreadsheet XLS 281 KB


Luo G, Woods RL, Peli E. (2009) Collision judgement when using an augmented-vision head-mounted display device. Investigative Ophthalmology and Visual Science 50(9): 4509-4515
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Data spreadsheet: Data spreadsheet XLS 142 KB


Giorgi RG, Woods RL, Peli E. (2009) Clinical and laboratory evaluation of peripheral prism glasses for hemianopia. Optometry and Vision Science 86(5): 492-502
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Data spreadsheet: Data spreadsheet XLS 412 KB


Luo G, Vargas-Martin F, Peli E. (2008) Role of peripheral vision in saccade planning and visual stability: Learning from people with tunnel vision. Journal of Vision 8(14):25, 1-8
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Data spreadsheet: Data spreadsheet XLS 153 KB


Apfelbaum HL, Apfelbaum DH, Woods RL, Peli E. (2008) Inattentional blindness and augmented-vision displays: Effects of cartoon-like filtering and attended scene. Ophthalmic and Physiological Optics 28(3): 204-217
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Data spreadsheet: Data spreadsheet XLS 158 KB


Peli E, Vargas-Martin F. (2008) In-the-spectacle-lens telescopic device. Journal of Biomedical Optics 2008; 13: 034027; DOI:10.1117/1.2940360
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Data spreadsheet: Data spreadsheet XLS 36 KB


Fullerton M, Peli E. (2008) Digital enhancement of television signals for people with visual impairments: Evaluation of a consumer product. Journal of the Society for Information Display 16(3): 493-500
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Data spreadsheet: Data spreadsheet XLS 144 KB


Vera-Diaz FA, Peli E. (2008) Monocular fixation with the optic nerve head: a case report. Ophthalmic and Physiological Optics 2008 28: 283-290
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Data spreadsheet: Fixation data spreadsheet XLS 29 KB


Bowers A, Keeney K, Peli E. (2008) Community-based trial of peripheral prism visual field device for hemianopia. Archives of Ophthalmology 126(5): 657-664
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Fit and train protocol PDF 236 KB

This is the peripheral-prism fitting and training protocol that was used in the study described in the above paper.

Data spreadsheet: Data spreadsheet XLS 117 KB


Lichtenstein L, Barabas J, Woods RL, Peli E. (2007) A feedback-controlled interface for treadmill locomotion In virtual environments. ACM Transactions on Applied Perception 4(1): Article 7
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Treadmill Control Figures ZIP 23 MB

This zip file contains matlab scripts for generating several of the figures in the paper.

Treadmill Control Data 165 KB

This excel file contains subject data and results from the paper.


Apfelbaum H, Pelah A, Peli E. (2007) Heading assessment by "tunnel vision" patients and control subjects standing or walking in a virtual reality environment. ACM Transactions on Applied Perception. 4(1): Article 8
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Data spreadsheet: Apfelbaum TAP Heading Assessment 1.45 MB


Goldstein RB, Dugan E, Trachtenberg F, Peli E (2007) The impact of a video intervention on the use of low vision assistive devices. Optometry and Vision Science 84(3): 208-217 Recent Papers

Questionnaires used in the study: Patient Baseline Form: [DOC 164 KB] Patient Follow-up Form: [DOC 127 KB]

New England Research Institutes has requested that the raw data are not to be posted on the web. This project was funded before NIH instituted the data sharing requirement. To obtain a copy of the data, please contact:

Sharon L. Tennstedt PhD
Vice President
New England Research Institutes
9 Galen Street
Watertown, MA 02472
PH: 617-923-7747 x362
FAX: 617-926-7090
email: stennstedt@neriscience.com


Goldstein RB, Woods RL, Peli E. (2007) Where people look when watching movies: Do all viewers look at the same place? Computers in Biology and Medicine 37(7): 957-964
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Scanpaths ZIP 3.4 MB

This zip file contains data in the form of matlab ".mat" files and scripts in the form of matlab ".m" files to create the figures in the paper: Where people look when watching movies: Do all viewers look at the same place? Submitted to "Computers in Biology and Medicine" in July, 2005. There is a sub-directory for each figure with an associated readme file with instructions on how to create the figure. All figures except figure 5 are Matlab created figures. Figure 5 is in Excel. Data for Figure 2 are not provided since it is a sample frame from the entire dataset.


Vargas-Mart?n F, Peli E. (2006) Eye movements of patients with tunnel vision while walking. Investigative Ophthalmology and Visual Science 47(12): 5295-5302
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Matlab scripts and data: Subject Eye Movements While Walking MAT 9.5 MB


Luo G, Peli E. (2006) Use of an augmented-vision device for visual search in patients with tunnel vision. Investigative Ophthalmology and Visual Science. 47(9): 4152-4159
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Subject Data spreadsheet XLS 63 KB


Fullerton M, Peli E. (2006) Post transmission digital video enhancement for people with visual impairments.Journal of the Society for Information Display 14(1): 15-24
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MPEG Decoder Source Code ZIP 19 KB

This zip file contains the C source code for the modified MPEG decoder.
For additional information and video sample please see http://www.eri.harvard.edu/faculty/peli/lab/videos/mpeg/


Bowers AR, Peli E, Elgin J, McGwin G, Owsley C (2005) On-road driving with moderate visual field loss. Optometry and Vision Science 82(8):657-667
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Subject Data Spreadsheet XLS 49 KB

This excel file contains data from a study evaluating on-road driving performance of patients with mild to moderate peripheral visual field restrictions.


Yitzhaky Y, Peli E. (2005) Vision model based image foveation and motion estimation. Optical Engineering 44(10), 107004

© 2005 SPIE. This paper was published in Optical Engineering and is made available as an electronic reprint (preprint) with permission of SPIE. One print or electronic copy may be made for personal use only. Systematic or multiple reproduction, distribution to multiple locations via electronic or other means, duplication of any material in this paper for a fee or for commercial purposes, or modification of the content of the paper are prohibited.
Recent Papers

Matlab Scripts ZIP 3.3 MB

This zip file contains the scripts used in the experiments.


Peli E. (2005) Recognition performance and perceived quality of video enhanced for the visually impaired. Ophthalmic and Physiological Optics 25: 543-555
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Subject Data Spreadsheet XLS 108 KB

This spreadsheet contains the data from the experiments.


Zebehazy K, Zimmerman G, Bowers A, Luo G, Peli E. (2005) Establishing mobility measures to assess the effectiveness of night vision devices: Results of a pilot study. Journal of Visual Impairment and Blindness 99(10): 663-670
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Pilot Study on the Reliability of Mobility Measures Data Spreadsheet XLS 317 KB

This spreadsheet contains data from a pilot study on night vision devices.


Garcia-Perez MA, Giorgi RG, Woods RL, Peli E. (2005) Thresholds vary between spatial and temporal forced-choice paradigms: The case of lateral interactions in peripheral vision. Spatial Vision 18(1): 99-127
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Forced-Choice Paradigms Data ZIP 12 KB

This zip file contains the subject data, as text files, used in a study measuring differences between spatial and temporal two-alternative forced-choice experimental paradigms.


Bowers AR, Apfelbaum DH, Peli E. (2005) Bioptic telescopes meet the needs of drivers with moderate visual acuity loss. Investigative Ophthalmology and Visual Science 46(1): 66-74
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Bioptic Driving Questionnaire PDF 56 KB

Here is a pdf version of the questionnaire that we used for our survey of bioptic drivers. The questionnaire addresses bioptic usage while driving, bioptic training received and driving habits.

Driving habits questions were taken from the Driving Habits Questionnaire (Owsley, C., Stalvey, B., Wells, J., Sloane, M.E. (1999) Older drivers and cataract: Driving habits and crash risk. Journal of Gerontology A: Biological Sciences Medical Sciences 54A: M203-M211.)

As the data we collected includes many items containing personally identifiable and confidential information, the raw data will not be available on this data sharing website; however the results of our survey are summarized in the paper.


Giorgi RG, Soong GP, Woods RL, Peli E. (2004) Facilitation of contrast detection in near-peripheral vision. Vision Research 44 (2004) 3193-3202
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Data Spreadsheet XLS 235 KB


Bowers AR, Woods RL, Peli E. (2004) Preferred retinal locus and reading rate with four dynamic text presentation formats. Optometry and Vision Science 81(3): 205-213
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Reading with Dynamic Text Displays Spreadsheet XLS 389 KB


Bowers AR, Luo G, Rensing NM, Peli E. (2004) Evaluation of a prototype minified augmented-view device for patients with impaired night vision. Ophthalmic and Physiological Optics, 24: 296-312
Recent Papers
This is an electronic version of an article published in Ophthalmic and Physiological Optics? 24:296-312 [2004] The College of Optometrists

Minified Augmented-View Device Evaluation Subject Data XLS 163 KB

This xls file contains the data used in a study evaluating a minified augmented-view device.


Tang J, Kim JH, Peli E. (2004) Image enhancement in the JPEG domain for people with vision impairment. IEEE Transactions on Biomedical Engineering 2004; 51(11): 2013-2023
Recent Papers

© 2004 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists or to reuse any copyrighted componant of this work in other works must be obtained from the IEEE.

JPEG Image Enhacement for Visually Impaired People Data Spreadsheet XLS 32 KB

This spreadsheet contains data from a study that assessed AMD patient's preferences for enhancement levels of JPEG images.

No personally identifiable information is contained in this spreadsheet.


Peli E, Kim J, Yitzhaky Y, Goldstein RB, Woods RL. (2004) Wide-band enhancement of television images for people with visual-impairments. Journal of the Optical Society of America A, 21(6): 937-950
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Wide-band enhancement of television images for people with visual-impairments Data Spreadsheet XLS 64 KB

This spreadsheet contains data from a study that assessed AMD patient's preferences for wideband enhancement levels of static images.

No personally identifiable information is contained in this spreadsheet.


Kim J, Vora A, Peli E. (2004) MPEG based image enhancement for the visually impaired.Optical Engineering 43(6): 1318-1328
Recent Papers

MPEG Image Enhacement for Visually Impaired People Data Spreadsheet XLS 24 KB

This spreadsheet contains data from a study that assessed AMD patient's preferences for enhancement levels of MPEG videos.

No personally identifiable information is contained in this spreadsheet.


Barabas J, Goldstein RB, Apfelbaum H, Woods RL, Giorgi RG, Peli E. (2004) Tracking the line of primary gaze in a walking simulator: modeling and calibration. Behavior Research Methods, Instruments, & Computers 2004. 36(4): 757-770
Recent Papers

Line of Primary Gaze Data and Matlab Code ZIP 19 KB

This zip contains data and matlab scripts to recreate the results found in Tracking the line of primary gaze in a walking simulator.

No personally identifiable information is contained in these scripts.

You can also download the data from the journal's archive web site at http://www.psychonomic.org/archive/. Complete instructions are provided in the paper.


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