research-publications


user-29e10a 02 February, 2018, 14:06:59

@user-c828f5 I'm also interested in the tons of paper for classifying eye tracking event data 😃

user-c828f5 02 February, 2018, 22:42:08

@user-29e10a haha sure, although I can't say I've read them all! Do PM me your email and I could forward a few papers?

user-41f1bf 06 February, 2018, 03:46:27

I have been reading some papers from Nystrom and collaborators and they say that no single algorithm beats specialized human inspection in eye movements event detection. However they do not consider reinforcement learning and stuff like that. Anyone knows of a paper on AI and eye movements event detection?

user-29e10a 07 February, 2018, 09:50:41

@user-41f1bf These are two I have found recently... it's quite a new topic I guess

  • Zemblys, R., Niehorster, D. C., Komogortsev, O., & Holmqvist, K. (2017). Using machine learning to detect events in eye-tracking data. Behavior Research Methods, 21(1), 1–22. http://doi.org/10.3758/s13428-017-0860-3
  • Hoppe, S., & Bulling, A. (2016, September 8). End-to-End Eye Movement Detection Using Convolutional Neural Networks.
user-29e10a 07 February, 2018, 09:51:34

Zemblys et al. said they would be release the trained model openly, but their github account only contains the control-code

user-c828f5 08 February, 2018, 20:44:42

@matthias#6811 @user-41f1bf Truth is, human labellers themselves do not agree on events most of the time - which makes the problem even harder.

user-41f1bf 10 February, 2018, 14:16:51

Rudra8, I would rather say "normal human labellers" do not agree most of the time. But specialized ones can achieve above chance agreements.

user-516564 17 February, 2018, 09:08:44

Hello all, I am currently in need of pupil recordings for my research. They have to be in situation where the observer is moving and gazing at something not necessarily stationary, but slower than himself. Examples woukd be jogging, driving/racing, riding a bike, trekking/climbing, etc.

Does anyone have any recordings that fit these criteria and can share them with me? You can send it to [email removed] or give me download links.

Thank you so much in advance

user-41f1bf 17 February, 2018, 13:55:24

Sorry, I do not have any recordings that fits these criteria. I am working with stationary stuff.

user-516564 18 February, 2018, 08:42:33

@user-41f1bf thanks. But do you know if there is any kind of central repository for pupil recordings? I found some examples scattered through the website, but no link to a samples page. If I had access to a lot of recordings, I could sieve through them

user-41f1bf 18 February, 2018, 20:59:06

Hummm, I don't think so. But it sounds like a good idea. A central repository with sample recordings would be well received. I think @mpk @wrp @papr would be happy if people uploaded their recordings to somewhere for free.

user-29e10a 19 February, 2018, 08:25:23

here are some http://dm.dgu.edu/link.html

user-29e10a 19 February, 2018, 08:26:41

maybe you find something here too: http://vintage.winklerbros.net/Publications/qomex2013eye.pdf

user-29e10a 19 February, 2018, 08:27:55

they have a lot of stuff, please have a look: http://ti.uni-tuebingen.de/Perception.perception-engineering.0.html

user-516564 19 February, 2018, 08:30:07

Wow, thanks a lot, @user-29e10a !! I'll check them out

user-11dbde 22 February, 2018, 16:26:41

Hi, any pointers to tools that allow the analysis of eye-gaze sequences, e.g., AOI1, AOI2...?

user-41f1bf 22 February, 2018, 19:00:45

@user-11dbde yes there is the OGAMA project. They have Leveinsten and some other stuff in there

user-41f1bf 22 February, 2018, 19:01:28

Pupil have some basic inside outside event detection for surfaces also

user-41f1bf 22 February, 2018, 19:02:21

But Pupil have no analytics, just raw data.

user-11dbde 22 February, 2018, 19:32:21

hi thank you

user-11dbde 22 February, 2018, 19:32:27

i know ogama very well

user-11dbde 22 February, 2018, 19:33:07

however what I am looking for is something more advanced in terms of detecting and visualizing most frequent sequences of events

user-11dbde 22 February, 2018, 19:33:23

search of subsequences...etc...

user-41f1bf 22 February, 2018, 19:34:19

Well, you are looking for a programming language

user-11dbde 22 February, 2018, 19:34:24

lol

user-11dbde 22 February, 2018, 19:34:42

yes...that is what i have done

user-11dbde 22 February, 2018, 19:34:49

and some machine learning

user-11dbde 22 February, 2018, 19:35:21

but i was wondering if there is any new tool on the block...after all this time...

user-41f1bf 24 February, 2018, 14:43:29

What kind of tool?

End of February archive