-
Notifications
You must be signed in to change notification settings - Fork 0
/
demos.lyx
893 lines (677 loc) · 21.2 KB
/
demos.lyx
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
#LyX 2.0 created this file. For more info see http://www.lyx.org/
\lyxformat 413
\begin_document
\begin_header
\textclass article
\begin_preamble
\input{_preamble}
\end_preamble
\use_default_options true
\begin_modules
knitr
\end_modules
\maintain_unincluded_children false
\language english
\language_package default
\inputencoding utf8
\fontencoding global
\font_roman default
\font_sans default
\font_typewriter default
\font_default_family default
\use_non_tex_fonts false
\font_sc false
\font_osf false
\font_sf_scale 100
\font_tt_scale 100
\graphics default
\default_output_format default
\output_sync 0
\bibtex_command default
\index_command default
\paperfontsize default
\spacing single
\use_hyperref false
\papersize default
\use_geometry false
\use_amsmath 1
\use_esint 1
\use_mhchem 1
\use_mathdots 1
\cite_engine natbib_authoryear
\use_bibtopic false
\use_indices false
\paperorientation portrait
\suppress_date false
\use_refstyle 1
\index Index
\shortcut idx
\color #008000
\end_index
\secnumdepth 3
\tocdepth 3
\paragraph_separation indent
\paragraph_indentation default
\quotes_language english
\papercolumns 1
\papersides 1
\paperpagestyle default
\tracking_changes false
\output_changes false
\html_math_output 0
\html_css_as_file 0
\html_be_strict false
\end_header
\begin_body
\begin_layout Section
Demonstrations and Subjective Observations
\begin_inset Argument
status open
\begin_layout Plain Layout
Demonstrations
\end_layout
\end_inset
\begin_inset CommandInset label
LatexCommand label
name "sec:lookatthis"
\end_inset
\end_layout
\begin_layout Standard
\begin_inset ERT
status collapsed
\begin_layout Plain Layout
%knitr options
\end_layout
\begin_layout Plain Layout
<<knitr-options,include=FALSE, cache=FALSE>>=
\end_layout
\begin_layout Plain Layout
pdf.options(encoding='ISOLatin2.enc')
\end_layout
\begin_layout Plain Layout
opts_knit$set(stop_on_error=2L,encoding="UTF-8")
\end_layout
\begin_layout Plain Layout
opts_chunk$set(cache=TRUE,fig.width=6,
\end_layout
\begin_layout Plain Layout
fig.height=4,dev="cairo_pdf",dev.args=list(pointsize=10),
\end_layout
\begin_layout Plain Layout
tidy=FALSE,out.width="1.0
\backslash
\backslash
textwidth",autodep=TRUE,
\end_layout
\begin_layout Plain Layout
external=TRUE,results="hide",echo=FALSE)
\end_layout
\begin_layout Plain Layout
@
\end_layout
\begin_layout Plain Layout
\end_layout
\end_inset
\end_layout
\begin_layout Standard
\begin_inset Note Note
status collapsed
\begin_layout Plain Layout
This section is sort of
\begin_inset Quotes eld
\end_inset
Experiment 0
\begin_inset Quotes erd
\end_inset
.
To me it has the fewest sequencing problems I describe the stimulus before
this section, and if I describe the task after this section.
So task description would go into submethods for experiment 1.
\end_layout
\begin_layout Plain Layout
I think I want to talk about subjective observations in a model-neutral
matter here, whole perhaps coming back to model-relevant things suggested
by subjective appearance later in discussion (under the rubric of
\begin_inset Quotes eld
\end_inset
what kind of motion system is this stimulating?
\begin_inset Quotes erd
\end_inset
)
\end_layout
\end_inset
\end_layout
\begin_layout Standard
A model of visual processing of this class of stimuli responses will need
to account for changes in the direction of apparent motion.
When elements are isolated, the apparent direction of motion follows that
of the envelopes; when multiple elements are placed in proximity, the direction
of apparent motion changes to agree with that of the carrier.
I will proceed to quantify this reversal effect in subsequent sections.
In order to do so I asked naïve observers to make binary classifications
of their impressions of the overall direction of motion (clockwise or countercl
ockwise.) However, binary responses collapse together a number of perceptual
qualities, so that these simple direction judgments do not fully capture
the appearance of these stimuli.
\end_layout
\begin_layout Standard
Below are three demonstrations that place the fixation point in the center
of the screen and the moving elements on a circle of constant eccentricity.
The motion of the individual elements is the same in each demo; only the
spacing and number of elements changes.
These movies are arranged to loop, however the psychophysics I will discuss
in subsequent sections is based on brief (
\begin_inset Formula $~500\milli\second$
\end_inset
) presentations of motion.
\end_layout
\begin_layout Standard
\begin_inset Note Note
status open
\begin_layout Plain Layout
spacing and such
\end_layout
\end_inset
\begin_inset Note Note
status open
\begin_layout Plain Layout
wide
\end_layout
\end_inset
\end_layout
\begin_layout Standard
\begin_inset CommandInset ref
LatexCommand formatted
reference "mov:uncrowded"
\end_inset
shows six elements, so the spacing between elements is
\begin_inset Formula $1.04e$
\end_inset
measured circumferentially.
In this demonstration the carrier motion is clockwise and the envelope
motion is counterclockwise.
For all observers I have shown this stimulus to, the perceived direction
of motion is counterclockwise, in agreement with the envelope motion.
This illustrates that higher order motion can be clearly seen in the periphery,
and that at these wide element spacings the envelope motion dominates the
perception.
Compared to other stimuli it is relatively difficult to tell the direction
of motion of the carrier, so we could say that the envelope motion
\begin_inset Quotes eld
\end_inset
captures
\begin_inset Quotes erd
\end_inset
the carrier motion
\begin_inset CommandInset citation
LatexCommand citep
key "Hedges:2011aa"
\end_inset
.
For the largest values of carrier strength, (for these demonstrations,
the carrier strength
\begin_inset Formula $C$
\end_inset
as defined in
\begin_inset CommandInset ref
LatexCommand nameref
reference "sec:methods"
\end_inset
is
\begin_inset Formula $100\%$
\end_inset
,) the carrier motion might appear as a
\begin_inset Quotes eld
\end_inset
wind
\begin_inset Quotes erd
\end_inset
which overlays the moving envelopes, somewhat similar to the appearance
of a low-contrast moving grating superposed on a stationary pedestal grating
\begin_inset CommandInset citation
LatexCommand citep
key "Lu:2001fv"
\end_inset
.
Incidentally, when carrier motions are directed opposite to envelope motion,
as can be seen in
\begin_inset CommandInset ref
LatexCommand formatted
reference "mov:demo-single"
\end_inset
, the elements appear to have more flicker, and the perceived motion, while
agreeing in direction with the envelope, seems less smooth.
\begin_inset Note Note
status open
\begin_layout Plain Layout
\paragraph_spacing single
In some experiments not reported further here I tried to correlate this
sense of subjective smoothness of motion to judgements of instantaneous
position, without much success.
\end_layout
\end_inset
\end_layout
\begin_layout Standard
\begin_inset Float figure
wide false
sideways false
status open
\begin_layout Plain Layout
\align center
\begin_inset ERT
status open
\begin_layout Plain Layout
\backslash
movsmall{demo_circle_6}
\end_layout
\end_inset
\end_layout
\begin_layout Plain Layout
\begin_inset Caption
\begin_layout Plain Layout
\begin_inset CommandInset label
LatexCommand label
name "mov:uncrowded"
\end_inset
(
\family typewriter
demo_circle_6.mov
\family default
) An example motion stimulus similar to those used in my experiments.
There are six elements, with the carrier motion clockwise and the envelope
counterclockwise.
The envelope motion dominates the subjective appearance.
\end_layout
\end_inset
\end_layout
\end_inset
\end_layout
\begin_layout Standard
As the number of elements in the display increases and the spacing between
elements decreases, the appearance of the motion changes.
The demonstration in
\begin_inset CommandInset ref
LatexCommand formatted
reference "mov:middle"
\end_inset
increases the number of elements to 16; the spacing between elements is
\begin_inset Formula $0.39e$
\end_inset
, which seems close to the
\begin_inset Quotes eld
\end_inset
critical spacing
\begin_inset Quotes erd
\end_inset
for many observers.
Generally the carrier motion becomes more visible and observers begin to
equivocate in their reports of perceived motion direction.
The perception is a mixture of both carrier and envelope motions, but the
form of this mixture can take on several different appearances.
Observers viewing stimuli near the critical spacing described a number
of different qualitative impressions of the stimulus:
\end_layout
\begin_layout Itemize
Transparent motion, in which different layers seemed to slide over each
other in opposite directions;
\end_layout
\begin_layout Itemize
Windowed motion, in which the elements appear to be rotating aperture through
which a moving background is seen.
\end_layout
\begin_layout Itemize
Motion that changes direction over time.
In these cases the immediate perception was usually in agreement with the
carrier motion while the later percept was in agreement with the envelope
motion.
\end_layout
\begin_layout Itemize
A non-uniform appearance where one side of the wheel appears to move one
direction and the other side in the other direction.
\end_layout
\begin_layout Itemize
A few isolated elements move in agreement with the envelope motion and can
be attentively tracked, but non-attended regions of the wheel seem to move
in the opposite direction.
\end_layout
\begin_layout Standard
The subjective speed of the motion can change as spacing is brought near
critical; if carrier motion opposes envelope motion, the perceived speed
of the stimulus reaches a minimum at a certain spacing, being faster in
the direction of envelope motion when spacing is larger and faster in the
direction of carrier motion when spacing is smaller.
\end_layout
\begin_layout Standard
Some observers saw motion directions in agreement with the carrier immediately
after stimulus onset which then changes to be more in agreements with the
envelope motion.
For this reason I asked observers in
\begin_inset CommandInset ref
LatexCommand nameref
reference "sec:results-basic"
\end_inset
to respond within a restricted time window.
Observers often reported the sensation of giving a mistaken response (i.e.
\begin_inset ERT
status open
\begin_layout Plain Layout
\backslash
\end_layout
\end_inset
they gave a response but their perception of motion changed after they had
committed to the response.)
\end_layout
\begin_layout Standard
One perceptual phenomenon that did
\emph on
not
\emph default
seem to occur is bistability.
Both the carrier and envelope motions are individually consistent with
a global rotation of the display around the fixation point, so that we
might have anticipated perceptions exclusively consistent one rigid movement
or the other
\begin_inset CommandInset citation
LatexCommand citep
key "Anstis:2011vn"
\end_inset
.
However, the appearances of critically spaced stimuli tended to reflect
a mixture of two motions rather than one overriding motion, and there was
never the spontaneous all-at-once switch that occurs for perceptually bistable
stimuli.
\end_layout
\begin_layout Standard
\begin_inset Float figure
wide false
sideways false
status open
\begin_layout Plain Layout
\align center
\begin_inset ERT
status open
\begin_layout Plain Layout
\backslash
movsmall{demo_circle_16}
\end_layout
\end_inset
\begin_inset Caption
\begin_layout Plain Layout
\begin_inset CommandInset label
LatexCommand label
name "mov:middle"
\end_inset
(
\family typewriter
demo_circle_16.mov
\family default
) Same stimulus as
\begin_inset CommandInset ref
LatexCommand formatted
reference "mov:uncrowded"
\end_inset
with sixteen elements.
The appearance may be a mixture of carrier and envelope motions.
\end_layout
\end_inset
\end_layout
\end_inset
\end_layout
\begin_layout Standard
The third demonstration in
\begin_inset CommandInset ref
LatexCommand formatted
reference "mov:dominated"
\end_inset
has 22 elements spaced at
\begin_inset Formula $0.29e$
\end_inset
.
For most observers it becomes difficult to see the envelope motion at this
density especially at short viewing durations.
When elements are this closely spaced the overall impression is of motion
in the direction of the carrier.
There is not as much of the appearance of two separate motions.
However, the amount of subjective flicker does appear to increase when
carrier motion is incongruent with envelope motion.
\end_layout
\begin_layout Standard
\begin_inset Float figure
wide false
sideways false
status open
\begin_layout Plain Layout
\align center
\begin_inset ERT
status open
\begin_layout Plain Layout
\backslash
movsmall{demo_circle_22}
\end_layout
\end_inset
\end_layout
\begin_layout Plain Layout
\begin_inset Caption
\begin_layout Plain Layout
\begin_inset CommandInset label
LatexCommand label
name "mov:dominated"
\end_inset
(
\family typewriter
demo_circle_22.mov
\family default
) A stimulus with 22 identical elements.
For most observers, carrier motion dominates the appearance.
\end_layout
\end_inset
\end_layout
\end_inset
\end_layout
\begin_layout Standard
While I did not describe the stimulus construction in detail to naïve observers,
all observers after having practiced at the task employed in
\begin_inset CommandInset ref
LatexCommand nameref
reference "sec:results-basic"
\end_inset
commented spontaneously on the two forms of motion being employed.
More than one observer when commenting on the stimuli called the envelope
morion
\begin_inset Quotes eld
\end_inset
real
\begin_inset Quotes erd
\end_inset
and the carrier motion
\begin_inset Quotes eld
\end_inset
fake.
\begin_inset Quotes erd
\end_inset
However the two motions are not equally salient or distinguishable in all
conditions; the carrier motion appears less salient when spacing is wide,
with few elements on screen, and envelope motion is more difficult to discern
in the contrary situation.
Motion after-effects appear to always be directed opposite the carrier
motion regardless the spacing or the envelope motion.
\end_layout
\begin_layout Standard
There seems to be some individual variation as to how relatively strong
carrier and envelope motions are.
For some observers I was able to find a configuration of carrier strength,
envelope motion, and spacing which I would perceive as clearly being clockwise
but the observer would perceive as counterclockwise.
While appearance was affected by carrier motion, it was not always affected
in the
\emph on
direction
\emph default
of carrier motion; I sometimes found that adding carrier motion in one
direction to a stimulus prompted a report that the stimulus was now moving
in the opposite direction to the change.
Sometimes I could even find a stimulus whose carrier and envelope motion
were clockwise but whose appearance was counterclockwise to a particular
observer.
An effort at modeling the processes underlying this behavior will therefore
have to capture this individual variation and the apparent nonlinearity
in carrier motion perception.
\begin_inset Note Note
status collapsed
\begin_layout Plain Layout
I will note in passing an interesting effect of eye movements on motion
processing.
\begin_inset CommandInset ref
LatexCommand formatted
reference "mov:eyemovements"
\end_inset
shows a stimulus like in
\begin_inset CommandInset ref
LatexCommand formatted
reference "mov:demo"
\end_inset
but with no envelope motion motion.
When viewed in the periphery, the perceived velocity appears to slow progressiv
ely, only to speed up again whenever there is an eye movement.
The effect is reminiscent of the
\begin_inset Quotes eld
\end_inset
Rotating Snakes
\begin_inset Quotes erd
\end_inset
illusion
\begin_inset CommandInset citation
LatexCommand cite
key "Kitaoka:2007fv"
\end_inset
but constructed differently; in that illusion the image was stationary
and the motion is generated by the shifting of the image on the retina,
while in this demonstration the motion is constantly present.
This demonstration suggests that there is an interaction of eye movements
with motion processing beyond the level if generating image motion on the
retina.
\end_layout
\begin_layout Plain Layout
As a final note, in some instances it appears that small fixational eye
movements have some influence over the appearance of these stimuli.
This is most easily demonstrated in a demonstration where the long range
displacement is zero but the carrier has a consistent direction, as shown
in
\begin_inset CommandInset ref
LatexCommand nameref
reference "mov:dominated"
\end_inset
.
Viewing this stimulus with the elements in the periphery, one sees a counterclo
ckwise motion of the stimulus, which appears to fade and slow over time.
However, large or small saccades seem to re-awaken the movement, causing
it to speed up again.
The impression is similar to that seen in versions of the peripheral drift
illusion, such as the
\begin_inset Quotes eld
\end_inset
rotating snakes
\begin_inset Quotes erd
\end_inset
illusion of Kitaoka
\begin_inset CommandInset citation
LatexCommand citep
key "Kitaoka:2007fv"
\end_inset
.
However, while perceived motion in the peripheral drift illusion appears
to be driven by slight shifts of a stationary image on the retina, the
construction of our stimulus would tend to rule that out as a mechanism;
the motion is directly contained in the stimulus.
I would delete this whole paragraph, it's a digression.
\end_layout
\end_inset
\end_layout
\begin_layout Standard
There are too many stimulus parameters to explore the entire configuration
space exhaustively, but I can report some impressions as to the robustness
of the appearance of the stimulus.
In particular I wondered whether the density-driven reversal of apparent
motion was robust to changes in stimulus properties such as element size
and eccentricity.
A scaling of critical spacing with eccentricity and robustness of critical
spacing against changes in target size target size have been proposed as
two diagnostic tests of visual crowding
\begin_inset CommandInset citation
LatexCommand citep
key "Pelli:2008nx"
\end_inset
.
\end_layout
\begin_layout Standard
Adjusting the spacing from wide to narrow by adding more elements revealed
a point at which the appearance of motion changed from envelope-dominated
to carrier-dominated.
I noted the spacing (or equivalently the number of elements) at which the
appearance seemed to change, while varying other stimulus parameters.
I found that I could vary the eccentricity, size, and velocity of the envelopes
by a factor of 2 in either direction, while the critical spacing required
to induce a change in motion appearance remained roughly the same.
Similarly I could vary the spatial frequency and temporal frequency of
the carrier by a factor of 2 in either direction without much affecting
the critical spacing.
At the extremes of the configuration space, the change in character of
the motion was present among other percepts of motion, and could become
hard to distinguish.
The largest effect seemed to be for spatial frequency and element size,
for which a change of a factor of four (going from 0.67 to 2.67 cycles per
degree at 10 degrees eccentricity, the element size scaling inversely)
only modestly increased the number of elements required for reversal, from
13 to 18.
Scaling all spatial parameters (element size, eccentricity, envelope velocity,
spatial frequency) at once did not affect the spacing at reversal; the
critical spacing scaled with eccentricity.
\end_layout
\begin_layout Standard
\begin_inset Note Note
status open
\begin_layout Plain Layout
I have the observations written down, so I can talk numbers, but it's one-observ
er data with an informal method of adjustment.
Implementing a formal method of adjustment with naive observers did not
go so well.
(one observer described it as trying to adjust the stimulus so that it
was
\begin_inset Quotes eld
\end_inset
most confusing;
\begin_inset Quotes erd
\end_inset
it is difficult to describe looking for the reversal of perceived motion
ignoring the other perceptual effects without seeming like you're instructing
the observer how to answer.) (I also have binary-response psychophysical
data on different eccentricities and spatial frequencies but have not tried
to add it to the model it)
\end_layout
\end_inset
\end_layout
\begin_layout Standard
The demonstrations shown in
\begin_inset CommandInset ref
LatexCommand formatted
reference "mov:demo"
\end_inset
and in this section suggest that multiple motion elements placed in proximity
in peripheral vision interact in such a way that the carrier motion becomes
more perceptually salient and the envelope motion less so.
When envelope and carrier motion are put into conflict, the inter-element
spacing (depending on retinal eccentricity) appears to be the most reliable
determinant of which component wins.
In the following sections I report psychophysical experiments designed
to capture and model the determining factors explaining perceived motion
direction.
\end_layout
\begin_layout Standard
\begin_inset CommandInset bibtex
LatexCommand bibtex
bibfiles "bibliography"
options "apalike"
\end_inset
\end_layout
\end_body
\end_document