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This study investigates the role of color vision in perceiving blur. It explores the discrimination thresholds for blur in different color channels and examines the interaction between chromatic and luminance blur perception. The results show that while we can discriminate chromatic blur, our sense of chromatic blur is weak compared to luminance blur perception. Understanding how color vision contributes to the perception of image structure is important for depth perception and applications like tilt-shift photography.
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Chromatic blur perception Frederick A. A. Kingdom McGill Vision Research, McGill University, Montréal
‘Blue-yellow’ (BY) ‘Red-green’ (RG)
L+M L-M S-(L+M) LUM ‘RG’ ‘BY’
Blur discrimination thresholds * = s Wuerger, Owens & Westland (2001) JOSA A, 18, 1231-1239
Blur discrimination thresholds s s + Ds Wuerger et al. (2001) JOSA A, 18, 1231-1239
s Ds LUM RG BY Wuerger et al. (2001) JOSA A, 18, 1231-1239
LUM RG low contrast medium contrast high contrast
Results… Threshold Ds = < LUM RG BY Wuerger et al. (2001) JOSA A, 18, 1231-1239
Original RG blurred BY blurred LUM blurred Wandell (1995) Foundations of vision
Raw image Chromatic layer Luminance layer
Chromatic blurred Luminance blurred
Some possibilities……… 1. The luminance pattern masks the perceived blur in the chromatic pattern 2. We do not have a “sense” of chromatic blur, even though we can discriminate chromatic blur 3. Natural scenes versus laboratory stimuli
no blur medium blur high blur
LUM RG BY
Blur level 0 1 2 3 LUM RG BY
LUM blur 0 1 2 3 0 1 BY blur 2 3
Methodology • Variation on paired comparisons • Appearance not performance task/measure • Both chromatic and luminance layers present in stimulus
“One different” Only one of BY or LUM different BY 2 LUM 1 BY 3 LUM 1
“Both different” Both BY and LUM different BY 0 LUM 2 BY 1 LUM 0
Results for EC RG only LUM only
Results for EC RG different RG different, LUM same
Results for EC LUM different, RG same “One different” RG different, LUM same
Results for EC “Both different” RG different, LUM different
Results for EC “One different” “Both different”
Results for EC BY only LUM only
Results for EC BY different BY different, LUM same
Results for EC “One different” “Both different”
Summary • Previous studies show that we are good at discriminating • the blur of LUM and isoluminant RG patterns, but not so good at • discriminating blur in isoluminant BY patterns. • In images of everyday scenes, we experience a strong sense of • blur when the luminance, but not chromatic layers are blurred. • Using Gabor textures with different combinations of chromatic • and luminance blur, subjects based their judgements of relative • blur on the LUM not RG layer, even though the different RG • blurs were discriminable i.e. not masked by the LUM layer.
L-M M-L Response Stimulus size Mullen & Losada (1999). Vis. Res., 39, 721-731
Conclusions • Even though we are able to discriminate different levels of • chromatic blur, our “sense” of chromatic blur is very weak or • non-existent. • Put another way…… The function relating perceived blur to • physical blur is steep for luminance but near-flat for chromatic stimuli. • Lack of a sense of chromatic blur may be because chromatic blur • Is redundant.
Chromatic distorted Luminance distorted
Overall conclusion To understand how colour vision contributes to the perception of image structure, one needs to combine performance measures obtained at isoluminance with appearance measures using combined chromatic + luminance stimuli.
Acknowledgements Jason Bell, Faculty, Australian National University Alysha Bartsch, Undergraduate, McGill Christian Haddad, Medical student, McGill
Example forced-choice pair BY 3 LUM 0 BY 0 LUM 3