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Published on: December 29, 2021
Unifying time to contact estimation and collision avoidance across species
Matthias S Keil1, Joan López-Moliner
1University of Barcelona, Faculty for Psychology, Basic Psychology Department, Barcelona, Spain. matskeil@ub.edu
A new framework, the corrected modified Tau function, unifies τ-type and η-type models for predicting time-to-contact and collision avoidance, demonstrating resilience to noise and neuronal plausibility.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Perception
Background:
- The τ-function and η-function are distinct models for timing interceptive actions and collision avoidance.
- Previous models lacked a unified framework and biophysically plausible neuronal implementation.
- The relationship between τ-type and η-type neurons remained unclear.
Purpose of the Study:
- To propose a novel framework, the corrected modified Tau function, unifying τ-type and η-type responses.
- To demonstrate the framework's resilience to noise and neuronal plausibility.
- To establish links between τ-type and η-type neurons.
Main Methods:
- Development of the corrected modified Tau function (t(mod) and τ(cm)).
- Derivation of t(mod) from a firing rate equation.
- Validation against published and novel experimental data.
Main Results:
- The new framework predicts both τ-type (τ(cm)) and η-type (t(mod)) responses.
- t(mod) describes collision-sensitive neuron responses and is derived from a firing rate equation.
- τ(cm) accurately predicts psychophysical performance in time-to-contact tasks.
- The framework demonstrates resilience to noise.
Conclusions:
- The corrected modified Tau function provides a unified, noise-resilient model for timing and collision avoidance.
- The framework offers a biophysically plausible neuronal implementation for both τ-type and η-type responses.
- It establishes a link between τ-type and η-type neurons, potentially explaining their co-occurrence in the brain.
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