TY - JOUR
T1 - Caricaturing can improve facial expression recognition in low-resolution images and age-related macular degeneration
AU - Lane, Jo
AU - Robbins, Rachel A.
AU - Rohan, Emilie M.F.
AU - Crookes, Kate
AU - Essex, Rohan W.
AU - Maddess, Ted
AU - Sabeti, Faran
AU - Mazlin, Jamie Lee
AU - Irons, Jessica
AU - Gradden, Tamara
AU - Dawel, Amy
AU - Barnes, Nick
AU - He, Xuming
AU - Smithson, Michael
AU - McKone, Elinor
N1 - Funding Information:
The Macular Disease Foundation Australia, specifically Mr. Rob Cummins, assisted with recruitment of people living with AMD. Concerning our use of some face stimuli from the NimStim database, we include this required acknowledgement: ‘‘Development of the MacBrain Face Stimulus Set was overseen by Nim Tottenham and supported by the John D. and Catherine T. MacArthur Foundation Research Network on Early Experience and Brain Development. Please contact Nim Tottenham at [email protected] for more information concerning the stimulus set.’’ This research was supported by Australian Research Council grants CE110001021 (www.ccd.edu.au; EM, KC, AD) and DP150100684 (EM), NHMRC Project Grant 1063458 (TM, ER, TS), Rebecca Cooper Medical Foundation Grant PG2018040 (FS), and NHMRC Project Grant 1082358 (NB). Designed experiment: JL, EM. Conducted the experiment: JL, RR, ER, FS, RE, TM, JM, JI. Analyzed/interpreted the data: JL, EM, KC, RR, MS, JI, ER, FS, RE, TM. Provided materials: AD, TG, JM, JI, EM, RE, TM, XH, NB. Wrote the article: JL, EM, KC. Proofed/revised the article: all authors.
Funding Information:
The Macular Disease Foundation Australia, specifically Mr. Rob Cummins, assisted with recruitment of people living with AMD. Concerning our use of some face stimuli from the NimStim database, we include this required acknowledgement: ''Development of the MacBrain Face Stimulus Set was overseen by Nim Tottenham and supported by the John D. and Catherine T. MacArthur Foundation Research Network on Early Experience and Brain Development. Please contact Nim Tottenham at [email protected] for more information concerning the stimulus set.'' This research was supported by Australian Research Council grants CE110001021 (www.ccd.edu.au; EM, KC, AD) and DP150100684 (EM), NHMRC Project Grant 1063458 (TM, ER, TS), Rebecca Cooper Medical Foundation Grant PG2018040 (FS), and NHMRC Project Grant 1082358 (NB). Designed experiment: JL, EM. Conducted the experiment: JL, RR, ER, FS, RE, TM, JM, JI. Analyzed/interpreted the data: JL, EM, KC, RR, MS, JI, ER, FS, RE, TM. Provided materials: AD, TG, JM, JI, EM, RE, TM, XH, NB. Wrote the article: JL, EM, KC. Proofed/revised the article: all authors.
Publisher Copyright:
© 2019 The Authors.
PY - 2019/6
Y1 - 2019/6
N2 - Previous studies of age-related macular degeneration (AMD) report impaired facial expression recognition even with enlarged face images. Here, we test potential benefits of caricaturing (exaggerating how the expression's shape differs from neutral) as an image enhancement procedure targeted at mid- to high-level cortical vision. Experiment 1 provides proof-of-concept using normal vision observers shown blurred images as a partial simulation of AMD. Caricaturing significantly improved expression recognition (happy, sad, anger, disgust, fear, surprise) by ∼4%-5% across young adults and older adults (mean age 73 years); two different severities of blur; high, medium, and low intensity of the original expression; and all intermediate accuracy levels (impaired but still above chance). Experiment 2 tested AMD patients, running 19 eyes monocularly (from 12 patients, 67-94 years) covering a wide range of vision loss (acuities 6/7.5 to poorer than 6/360). With faces pre-enlarged, recognition approached ceiling and was only slightly worse than matched controls for high- and medium-intensity expressions. For low-intensity expressions, recognition of veridical expressions remained impaired and was significantly improved with caricaturing across all levels of vision loss by 5.8%. Overall, caricaturing benefits emerged when improvement was most needed, that is, when initial recognition of uncaricatured expressions was impaired.
AB - Previous studies of age-related macular degeneration (AMD) report impaired facial expression recognition even with enlarged face images. Here, we test potential benefits of caricaturing (exaggerating how the expression's shape differs from neutral) as an image enhancement procedure targeted at mid- to high-level cortical vision. Experiment 1 provides proof-of-concept using normal vision observers shown blurred images as a partial simulation of AMD. Caricaturing significantly improved expression recognition (happy, sad, anger, disgust, fear, surprise) by ∼4%-5% across young adults and older adults (mean age 73 years); two different severities of blur; high, medium, and low intensity of the original expression; and all intermediate accuracy levels (impaired but still above chance). Experiment 2 tested AMD patients, running 19 eyes monocularly (from 12 patients, 67-94 years) covering a wide range of vision loss (acuities 6/7.5 to poorer than 6/360). With faces pre-enlarged, recognition approached ceiling and was only slightly worse than matched controls for high- and medium-intensity expressions. For low-intensity expressions, recognition of veridical expressions remained impaired and was significantly improved with caricaturing across all levels of vision loss by 5.8%. Overall, caricaturing benefits emerged when improvement was most needed, that is, when initial recognition of uncaricatured expressions was impaired.
UR - http://www.scopus.com/inward/record.url?scp=85068448799&partnerID=8YFLogxK
UR - http://www.mendeley.com/research/caricaturing-improve-facial-expression-recognition-lowresolution-images-agerelated-macular-degenerat
U2 - 10.1167/19.6.18
DO - 10.1167/19.6.18
M3 - Article
C2 - 31215978
AN - SCOPUS:85068448799
SN - 1534-7362
VL - 19
SP - 1
EP - 22
JO - Journal of Vision
JF - Journal of Vision
IS - 6
M1 - 18
ER -