ArticleeLife2022
Shallow neural networks trained to detect collisions recover features of visual loom-selective neurons.
Article in eLife, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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Who cites it
14 citing papers in PubMed.
- Fly navigational responses exploit plume-specific odor motion and gradient cues.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Dynamic trajectory cues drive sequenced integration in approach detectors.bioRxiv : the preprint server for biology · 2026Article
- Human superior colliculus pathways represent the form and motion of looming objects.Cell reports · 2026Article
- A Computationally Efficient Neuronal Model for Collision Detection with Contrast Polarity-Specific Feed-Forward Inhibition.Biomimetics (Basel, Switzerland) · 2024Article
- Visual looming is a primitive for human emotion.iScience · 2024Article
- Article
- Visual looming is a primitive for human emotion.bioRxiv : the preprint server for biology · 2024Article
- An Angular Acceleration Based Looming Detector for Moving UAVs.Biomimetics (Basel, Switzerland) · 2024Article
- Heterogeneous presynaptic receptive fields contribute to directional tuning in starburst amacrine cells.eLife · 2023Article
- Heterogeneous presynaptic receptive fields contribute to directional tuning in starburst amacrine cells.bioRxiv : the preprint server for biology · 2023Article
- Article
- Article
- Bioinspired figure-ground discrimination via visual motion smoothing.PLoS computational biology · 2023Article
- Contrast polarity-specific mapping improves efficiency of neuronal computation for collision detection.eLife · 2022Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
Animals have evolved sophisticated visual circuits to solve a vital inference problem: detecting whether or not a visual signal corresponds to an object on a collision course. Such events are detected by specific circuits sensitive to visual looming, or objects increasing in size. Various computational models have been developed for these circuits, but how the collision-detection inference problem itself shapes the computational structures of these circuits remains unknown. Here, inspired by the distinctive structures of LPLC2 neurons in the visual system of
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.