Showing posts with label EEG. Show all posts
Showing posts with label EEG. Show all posts

Sunday, March 10, 2013

Tracking My Thoughts Using the Affectiv Suite

I was most pleased with the Affectiv Suite in the EPOC control panel (click here for more technical details from Emotiv tech support), so I will briefly describe my experience in this post.

The excitement / calm signal commonly varied, whereas the engagement/disinterest and meditation signals were harder to change.

Preparing images for this blog post (typical for random task)

The engagement / disinterest signal seemed to require a sustained change in attention for an extended period of time, which was sometimes accompanied by a clear change in the excitement / calm signal (for example, see the slight long-term increase in the image below).

Watching Futurama:

I wasn't really able to see any clear peaks in the meditation signal but I could see a decrease in the engagement signal when trying to relax (for example, see the long-term change in the image below).

Listening to music with eyes closed

In short, I think the engagement / disinterest signature was the most accurate, the excitement / calm signature may be too sensitive, and the meditation signature may not be sensitive enough.

Reading My Mind Using The Emotiv EPOC

Once I saw the TED talk on the Emotiv EPOC / EEG, I knew that I had to get my hands on that mind-reading gadget.

Emotiv offers two versions of the headset shown in the TED talk: the EEG (which allows users to access their raw EEG data) and the EPOC (it costs much less because which only allows you to run applications and doesn't give you access to the raw data).  Because I only had a causal interest in the topic, I bought the EPOC headset.

I tested the EPOC headset on myself as well as a few friends.  When my friends and I first saw the Cognitiv Suite, the response was similar to the crowd of the TED talk: people were impressed that the virtual box would move after training the first action. However, the excitement faded after using the Cognitiv Suite for a few minutes and trying to control multiple actions because it isn't highly accurate at detecting a specific thought. For example, if you train "push" and "left", you will probably see the box move towards you more than it moves left (or vice versa), and the action probably won't really be in sync with your thoughts.

In short, I didn't find the EPOC headset to be as cool as I was hoping it would be because it wasn't a very effective tool for providing mind control.  Nevertheless, I do think it is interesting to be able to visualize my brain activity (see the links to additional posts below).

Part #1: Review of EPOC Apps

Part #2: Tracking My Thoughts Using the Affectiv Suite

To be fair, my friends and I are only small pool of test subjects.  For example, the Emotiv website lists papers published using data from the EEG and EPOC headsets, and you can find various videos on YouTube for interesting applications (for example, click here or here).  Likewise, I found this presentation that showcases some examples of EPOC headset data with a (simple) technical explanation about what is going on.  However, my own personal experience was more similar to this EPOC review or this article which points out that researchers could use the device to make non-random predictions about user's PIN numbers but the predictions were not super accurate.

Finally, it may be worth noting that there are other devices with similar functionality (for example, see this list from Wikipedia), which is something that I didn't initially realize.  The Emotiv headset may really be the best option, but I would at least recommend researching some other options if you were interested in trying out a "mind reading" device.

Review of EPOC Apps

Useful / Interesting Apps:

1) EPOC Control Panel (Free) - the basic suite of tools: allows you to check the quality of the signal from the sensors on the EPOC headset, detect facial expressions (Expressiv Suite), detect mental states (Affectiv Suite), perform actions (Cognitiv Suite, see my first post), and detect head motions (mouse emulator).  You can see this letter from Emotiv tech support for a more detailed, technical explanation of these features.

The mouse emulator worked perfectly, but it uses a gyroscope in the headpiece (so, it doesn't actually depend on signals from your brain).  I could detect some interesting changes in the Affectiv Suite (see this related post), but I couldn't really get the Expressiv Suite or Cognitiv Suite to work well for me.  I could always get the headset set up correctly, but less than 1/2 of my friends could achieve this step (i.e. the computer couldn't read any signal from the headset).

I did have one friend where the Expressiv Suite seemed to work well, but it was never very accurate for me: it thought that I was always trying to smile, and the overall patterns just got worse when I tried to retrain the algorithm.

2) Emotiv EPOC Brain Activity Map ($9.95) - allows you to visualize the signal for alpha, beta, delta, and theta waves for all of the sensors in a 2D map.  Provides 3 different visualization types.  It would be nice if it could record averaged activity over time, but I think it is still much better than the more expensive 3D version.

3) subConch (all users - Free) - creates sounds that are supposed to match your mental state (e.g. low pitched sound for a calm mind, high pitched sound for a calm mind).  I also found that the application has its own website  which shows how the software is utilized in an art exhibition   FYI, I almost listed it as a "Disappointing App" because it didn't initially install correctly - be sure to extract a compressed file after the installation closes (this is what I failed to do the first time).

Disappointing Apps:

1) Spirit Mountain Demo Game (Free) - you move around an avitar in a 3D world from a 1st person perspective, and you need to use the EPOC headset to accomplish various mind-controlled tasks.  To be clear, you move around the world with a mouse and keyboard: I initially thought you could control movement with your mind (and you probably can try to do this using some advanced option).  To be fair, I think it would be nearly impossible (at least for me) to achieve this level of control with the EPOC headset alone, and I did find a demo video where the narrator does explicitly saw that he is using the mouse and keyboard.  It was also extremely slow on my computer (running Windows 7 with 1 GB of RAM).  I'm sure that I could modify the inital rendering options to improve this, but I honestly didn't think the game was fun enough to warrant the extra effort (probably because I already had so many difficulties with the Cognitiv Suite in the EPOC Control panel).

2) Emotiv EPOC 3D Brain Activity Map (Standard Edition - $49.95) - Wraps 2D signal for alpha, beta, delta, and theta waves (as well as a customized wavelength) around a 3D head.  This is essentially the same as a 2D image because there is no calculated depth within the brain.  I found the interface a little more buggy than the 2D version.  For example, using the scroll button to zoom in and out didn't really work: once you started to zoom in, you had to be either fully zoomed in or fully zoomed out (it didn't seem to measure gradations of zoom).

Also, part of the reason I wanted to check it out was because it came with the ability to record measurements over time.  This is true, but I think it is really just intended for you to be able to see different sides of the head at the same measurement point: it really isn't practical for being able to see how your activity changes over long periods of time (for example, a 30 minute recording would have to be viewed in real time).

Finally, I was absolutely furious when the program wouldn't initially install correctly.   I did eventually figure out how to solve the problem (the .exe extension was simply missing from the executable file) and tech support was prompt to offer a solution.  Nevertheless, I think this sort of thing might be reasonable to expect for a free app, but I would hope these sort of problems would have been figured out for a program that costs $50!

3) MindKeyboard (Free) - the idea is that you can type using your mind by moving a cursor left and right along a string of letters (and using another feature, like the "push" action, to select a letter).  I liked the simple idea, but I could never get it to work (again, probably because I already had so many difficulties with the Cognitiv Suite in the EPOC Control panel).

 
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