Michael Beyeler

@mbeyeler.bsky.social

👁️🧠🖥️🧪🤖 Associate Professor in @ucsb-cs.bsky.social and Psychological & Brain Sciences at @ucsantabarbara.bsky.social. PI of @bionicvisionlab.org. #BionicVision #Blindness #LowVision #VisionScience #CompNeuro #NeuroTech #NeuroAI

Huge congrats to the @science.xyz team! 🎉 It’s remarkable to see PRIMA reach commercial launch in Europe after so many years of work and twists & turns. An exciting milestone for #BionicVision, and hopefully the start of real benefit for many people with geographic atrophy from #AMD.

bionic-vision.org@bionic-vision.org · 2w ago

@science.xyz has announced the European commercial launch of PRIMA, following CE marking under the EU Medical Device Regulation. 👁️🧠🧪 This marks a significant milestone for the bionic vision field after years of clinical development. science.xyz/news/ce-mark/ #BionicVision #NeuroTech #BCI

So excited to be part of this one! Now officially out in Annual Review of Neuroscience 🎉 www.annualreviews.org/content/jour...

Ecological Visual Processing in the Mouse

Visual systems evolved to extract behaviorally relevant information while animals move through and interact with their world. Such ecological vision differs fundamentally from standard laboratory paradigms in many key aspects, making this a much harder problem for the brain to solve, and for the neuroscientist to study. However, emerging technologies and experimental approaches have enabled investigation of visual computations under these ecological conditions. These approaches are particularly powerful in the mouse, combining well-developed genetic tools, high-throughput recordings, and quantifiable ethological tasks. Here we review computations that are engaged in ecological contexts, including active sensing, motion processing, scene analysis, distance estimation, and spatial perception. We delineate experimental approaches that engage these computations and synthesize current understanding of their neural implementations based on mouse research. These studies reveal how ecological vision engages distinct processing strategies and novel neural circuitry, while highlighting the vast territory that remains unexplored in understanding real-world visual computation.

annualreviews.org

Spencer LaVere Smith@spencerlaveresmith.bsky.social · 3w ago

Ecological Visual Processing in the Mouse - with @michaelgoard.bsky.social @crisniell.bsky.social @mbeyeler.bsky.social Visual computations that are engaged in ecological contexts: active sensing, motion processing, scene analysis, distance estimation, and spatial perception. doi.org/10.1146/annu...

Glad to see these two projects from @bionicvisionlab.org accepted to #IEEE #EMBC2026 (@embs.org)! 👁️🧠🧪 A nice pairing: one paper is about the codebook, the other about the system. Both are aimed at making future artificial vision systems more usable in practice

Bionic Vision Lab@bionicvisionlab.org · 4mo ago

Excited to share that two papers from the lab were accepted to #IEEE #EMBC2026 (@embs.org)! 🎉 1. Better symbol design for reading with (future) prosthetic vision 2. Cloud-adaptive preprocessing for visual neuroprostheses under real-world network constraints #BionicVision #NeuroTech

What if your strongest #ML model is brittle at one thing that really matters? Can it learn that behavior from a weaker but specialist model, even when they share no task, no data, and no architecture? My student Galen Pogoncheff explored this in our #ICLR2026 paper: 👉 arxiv.org/abs/2505.23933

BIRD: Behavior Induction via Representation-structure Distillation

Human-aligned deep learning models exhibit behaviors consistent with human values, such as robustness, fairness, and honesty. Transferring these behavioral properties to models trained on different ta...

arxiv.org

I will be presenting the poster “Human-in-the-loop optimisation for efficient intracortical microstimulation temporal patterns in visual cortex” at the Early Career Poster Session #SfN as a TPDA awardee! Nov. 15, 2025 18:45–20:45 (PT) Poster: G5 SDCC Halls C–H Come discuss!

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