Ideas on paper content #18

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opened 2018-09-04 10:18:19 +00:00 by mih · 2 comments
mih commented 2018-09-04 10:18:19 +00:00 (Migrated from github.com)
  • start with problem: low-quality (but precious) data from natural viewing (movies)

  • outline our algorithm idea

  • compare to ultimate comparison (see #16)

  • show performance on MRI eyegaze data

  • compare to HQ lab eyegaze data

  • link code repo with DOI from zenodo

  • link data repo

  • put in brainhack collection

- start with problem: low-quality (but precious) data from natural viewing (movies) - outline our algorithm idea - compare to ultimate comparison (see #16) - show performance on MRI eyegaze data - compare to HQ lab eyegaze data - link code repo with DOI from zenodo - link data repo - put in brainhack collection
adswa commented 2018-09-10 14:13:57 +00:00 (Migrated from github.com)

mean fixation durations in seconds for every subject (averaged across runs):

0.3076
0.3264
0.3991
0.3529
0.2128
0.2806
0.2604
0.2797
0.4274
0.3187
0.3758
0.3447
0.3806
0.4073
0.2667
0.2965
0.2932
0.2736
0.3156
0.3413
0.3196
0.3468
0.2721
0.3661
0.3108
0.2803
0.5172
0.2995
0.3465
0.3336

median fixation durations in seconds for every subject (across all runs):

0.2500
0.2490
0.3040
0.2930
0.1705
0.2320
0.2090
0.2350
0.3170
0.2510
0.3060
0.2780
0.3040
0.3220
0.2160
0.2490
0.2360
0.2200
0.2460
0.2630
0.2530
0.2800
0.2200
0.2880
0.2570
0.2320
0.3680
0.2180
0.2620
0.2580

This paper examined eye movements during natural viewing (incl "Hollywood trailers" (different Startwars movies)): Dorr, M., Martinetz, T., Gegenfurtner, K. R. & Barth, E. (2010). Variability of eye movements when viewing dynamic natural scenes. Journal of Vision, 10(10), 1 – 17. (https://jov.arvojournals.org/article.aspx?articleid=2121333) They find: mean: 354ms, median: 253ms.

Our overall mean and median (across all subj and runs): overall mean and median 0.326750136304 sec, 0.256 sec. --> really close.

(previously, these were the mean and median durations from the old output (the metric is ms):

402.0994
533.5491
616.2017
610.4545
310.0134
500.2420
390.0699
488.8088
512.9236
473.3655
510.7231
374.3638
488.4295
503.1059
474.4354
368.5217
451.8407
412.8786
403.3964
424.4862
425.2159
412.0691
404.4751
437.3975
511.5578
357.6460
633.8693
379.6302
434.9447
401.5308
286.0000
325.0000
379.0000
416.0000
228.0000
327.0000
277.0000
322.0000
369.0000
323.0000
353.0000
296.0000
352.0000
373.0000
339.0000
283.0000
312.0000
290.0000
280.0000
294.0000
304.0000
303.0000
279.0000
310.0000
365.0000
271.0000
418.0000
254.0000
305.0000
291.0000

which overall amounted to a mean of 444.43ms and a median of 309ms.

Hence: The new data seems to be more comparable to Dorrs et al. results (and also to Nyström & Holmqvist 2010 "Eyetracking - A comprehensive guide to methods and measures" books overview (p.23) of eyemovements (duration of saccades in range 200-300ms)) than the old data.

mean fixation durations in seconds for every subject (averaged across runs): ``` 0.3076 0.3264 0.3991 0.3529 0.2128 0.2806 0.2604 0.2797 0.4274 0.3187 0.3758 0.3447 0.3806 0.4073 0.2667 0.2965 0.2932 0.2736 0.3156 0.3413 0.3196 0.3468 0.2721 0.3661 0.3108 0.2803 0.5172 0.2995 0.3465 0.3336 ``` median fixation durations in seconds for every subject (across all runs): ``` 0.2500 0.2490 0.3040 0.2930 0.1705 0.2320 0.2090 0.2350 0.3170 0.2510 0.3060 0.2780 0.3040 0.3220 0.2160 0.2490 0.2360 0.2200 0.2460 0.2630 0.2530 0.2800 0.2200 0.2880 0.2570 0.2320 0.3680 0.2180 0.2620 0.2580 ``` This paper examined eye movements during natural viewing (incl "Hollywood trailers" (different Startwars movies)): Dorr, M., Martinetz, T., Gegenfurtner, K. R. & Barth, E. (2010). Variability of eye movements when viewing dynamic natural scenes. Journal of Vision, 10(10), 1 – 17. (https://jov.arvojournals.org/article.aspx?articleid=2121333) They find: mean: 354ms, median: 253ms. Our overall mean and median (across all subj and runs): overall mean and median 0.326750136304 sec, 0.256 sec. --> really close. (previously, these were the mean and median durations from the old output (the metric is ms): ``` 402.0994 533.5491 616.2017 610.4545 310.0134 500.2420 390.0699 488.8088 512.9236 473.3655 510.7231 374.3638 488.4295 503.1059 474.4354 368.5217 451.8407 412.8786 403.3964 424.4862 425.2159 412.0691 404.4751 437.3975 511.5578 357.6460 633.8693 379.6302 434.9447 401.5308 ``` ``` 286.0000 325.0000 379.0000 416.0000 228.0000 327.0000 277.0000 322.0000 369.0000 323.0000 353.0000 296.0000 352.0000 373.0000 339.0000 283.0000 312.0000 290.0000 280.0000 294.0000 304.0000 303.0000 279.0000 310.0000 365.0000 271.0000 418.0000 254.0000 305.0000 291.0000 ``` which overall amounted to a mean of 444.43ms and a median of 309ms. Hence: The new data seems to be more comparable to Dorrs et al. results (and also to Nyström & Holmqvist 2010 "Eyetracking - A comprehensive guide to methods and measures" books overview (p.23) of eyemovements (duration of saccades in range 200-300ms)) than the old data.
mih commented 2019-04-23 07:13:33 +00:00 (Migrated from github.com)
https://github.com/psychoinformatics-de/paper-remodnav has most of this now. Minus: https://github.com/psychoinformatics-de/remodnav/issues/9
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studyforrest/data-eyemovementlabels#18
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