Adam J Calhoun
neuroecology.bsky.social
Adam J Calhoun
@neuroecology.bsky.social
I can't imagine smells. Neuro, ecology, behavior, punctuation art.

Now: @Meta @RealityLabs, ML for neural interfaces.
Prev: @Princeton, @SalkInstitute, @Intel
It turns out my humidifier is trying to kill me

I got an air quality monitor and notice that the small particle pm2.5 count was reaching "hazardous levels" when the humidifier came on with tap water... but stayed totally healthy when I used distilled water
January 11, 2025 at 4:05 PM
I just got an air quality monitor, so obviously all I am doing is refreshing to check if I am about to be poisoned
January 5, 2025 at 12:25 AM
Reposted by Adam J Calhoun
With the upcoming book launch, I wanted a webpage that I am proud of, and @stellatecomms.bsky.social delivered in spades. But not just - when the opportunity arose to partner on #SciAdvocacy efforts, they sponsored this for us all:
www.nicolecrust.com/advocacy

@caitvw.bsky.social and team!d
January 4, 2025 at 1:03 PM
Whipped tea?? This feels like it should be a thing again?
December 29, 2024 at 8:46 PM
Great reading year for me - 65 books/21,000+ pages read
December 28, 2024 at 10:53 PM
Screw good coffee - what's the SF coffeeshop with the best vibe?

I'm pretty convinced that all the places I used to go pre-COVID don't exist anymore
December 28, 2024 at 10:35 PM
"I don't want people to be amiable and kindly. I want them to be vital and passionate."
- Somerset Maugham, 'Neil MacAdam'
December 26, 2024 at 11:22 PM
What makes fish fast? Can we design robots that make use of designs found in nature (biomimetic)?

-> this article claims that the rough shark skin is more efficient, but it also compares it to the smooth skin of fast tuna or swordfish. So why don't they have rough skin?!
December 26, 2024 at 7:29 PM
My kiddo has shown an interest in learning to read - but is not very interested in those "beginner reading" books.

I've been using @midjourney.bsky.social y every day to generate a new "page" of a collaborative book we've been making together
December 26, 2024 at 6:50 PM
Reposted by Adam J Calhoun
Thanks @elife.bsky.social for featuring our work with an eLife digest! elifesciences.org/digests/8989...
December 26, 2024 at 6:06 PM
Disappointing (European) bird fact of the day: Europe is the only continent with no endemic families of birds :(
December 25, 2024 at 9:03 PM
Child development is crazy - one year ago, my son was putting together nine piece puzzles. Today, he is ploughing through 1000+ piece lego sets with ease
December 24, 2024 at 7:04 PM
what are some starter packs I should follow?
December 23, 2024 at 7:37 PM
So what are the fun things to do in the Bay Area this week? It always seems things are randomly closed during the holiday weeks
December 23, 2024 at 2:20 AM
Reposted by Adam J Calhoun
I always found this paper kind of nice: www.science.org/doi/10.1126/... it shows that if the environment fluctuates then evolution will favor sensors and the mutual info between sensors and env increases fitness. If the env has memory, I suspect organismic memory will provably be selected for also
December 7, 2024 at 7:35 PM
*tap tap* is this thing on?
December 5, 2024 at 10:56 PM
Reposted by Adam J Calhoun
8/

And and that's not all!

Here's another large dataset we just released - emg2pose - focused on hand pose estimation using sEMG. emg2pose has 193 participants over 370 hours & >50 behavioral categories w/ hand motion capture ground truth.

arxiv.org/abs/2412.02725
github.com/facebookrese...
December 5, 2024 at 9:55 PM
Reposted by Adam J Calhoun
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Our baseline model built using standard techniques from the Speech Recognition literature shows that, with some personalization on top of a model pretrained with 100 subjects, we can quite accurately enable typing with sEMG, eventually without a physical keyboard.
December 5, 2024 at 9:55 PM
Reposted by Adam J Calhoun
6/

Towards that goal, we now release emg2qwerty - a wrist sEMG dataset collected while touch typing on a QWERTY keyboard. With 108 subjects, 1,135 sessions, 346 hours, and 5.2 million keystrokes, this is quite large by neuroscience standards.

arxiv.org/abs/2410.20081

github.com/facebookrese...
December 5, 2024 at 9:55 PM
Reposted by Adam J Calhoun
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But can we further push the boundaries of what is possible with sEMG?

We imagine many other applications for sEMG, including the ability to manipulate objects in AR or write full messages as quickly as—or faster than—typing on a keyboard, with very little effort.
December 5, 2024 at 9:55 PM
Reposted by Adam J Calhoun
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And at Connect 2024, we showed how one can use an EMG wristband with Orion—our AR glasses product prototype—for seamless and comfortable control over digital content to swipe, click, and scroll while keeping your arm resting comfortably by your side.
Introducing Orion, Our First AR Glasses | Meta Quest Blog
Today at Connect, Mark Zuckerberg unveiled Orion—our first pair of true AR glasses, previously codenamed Project Nazare.
www.meta.com
December 5, 2024 at 9:55 PM
Reposted by Adam J Calhoun
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Earlier this year, we unveiled a wristband device that can be seamlessly worn, non-invasively sense muscle activations in the wrist and hand via surface EMG, and achieve out-of-the-box generalization across individuals for multiple tasks including handwriting!
A generic noninvasive neuromotor interface for human-computer interaction
Since the advent of computing, humans have sought computer input technologies that are expressive, intuitive, and universal. While diverse modalities have been developed, including keyboards, mice, an...
www.biorxiv.org
December 5, 2024 at 9:55 PM
Reposted by Adam J Calhoun
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The papers - emg2qwerty and emg2pose - are accepted at NeurIPS 2024 Datasets and Benchmarks Track.

If you’re in Vancouver next week, drop by our posters on Fri Dec 13 at 11am PST or at the Meta booth. We have some cool demos to show too!

neurips.cc/virtual/2024...

nips.cc/virtual/2024...
NeurIPS Poster emg2qwerty: A Large Dataset with Baselines for Touch Typing using Surface ElectromyographyNeurIPS 2024
neurips.cc
December 5, 2024 at 9:55 PM
Reposted by Adam J Calhoun
1/

We just open-sourced two large wrist electromyography (EMG) datasets - one towards typing without a keyboard and the other for predicting hand poses - with baselines.

We believe these will help advance research into making high bandwidth non-invasive neuromotor interfaces a reality!
Advancing Neuromotor Interfaces by Open Sourcing Surface Electromyography (sEMG) Datasets for Pose Estimation and Surface Typing
We’re releasing emg2qwerty and emg2pose—two large datasets and benchmarks for sEMG-based typing and pose estimation, as part of the NeurIPS 2024 Datasets and Benchmarks track.
ai.meta.com
December 5, 2024 at 9:55 PM