Wei Kunlin, Stevenson Ian H, Körding Konrad P
Department of Psychology and Key Laboratory of Machine Perception Ministry of Education, Peking University, Beijing, China.
J Vis. 2010 Dec 3;10(14):4. doi: 10.1167/10.14.4.
When we stand upright, we integrate cues from multiple senses, such as vision and proprioception, to maintain and regulate our vertical posture. How these cues are combined has been the focus of a range of studies. These studies generally measured how subjects deviate from standing upright when confronted with a moving visual stimulus displayed in a virtual environment. Previous research had shown that uncertainty is central in such cue combination problems. Here we wanted to understand, quantitatively, how visual flow fields and uncertainty about them affect human posture. To do so, we combined experimental methods from perceptual psychophysics with methods from motor control studies. We used a two-alternative forced-choice paradigm to measure uncertainty as a function of the magnitude of a random-dot flow field and stimulus coherence. We subsequently measured movement amplitude as a function of visual stimulus parameters. In line with previous research, we find that sensorimotor behavior depends nonlinearly on the stimulus amplitude and, importantly, is affected by uncertainty. We find that this nonlinearity and uncertainty dependence is accurately predicted by standard Bayesian cue combination. Importantly, a Weber's law where visual uncertainty depends on stimulus amplitude is enough to explain the nonlinear behavior.
当我们直立时,我们整合来自多种感官的线索,如视觉和本体感觉,以维持和调节我们的垂直姿势。这些线索如何结合一直是一系列研究的重点。这些研究通常测量受试者在面对虚拟环境中显示的移动视觉刺激时偏离直立站立的程度。先前的研究表明,不确定性在这种线索组合问题中至关重要。在这里,我们想定量地了解视觉流场及其不确定性如何影响人体姿势。为此,我们将感知心理物理学的实验方法与运动控制研究的方法相结合。我们使用二选一强制选择范式来测量不确定性,它是随机点流场大小和刺激连贯性的函数。随后,我们测量了运动幅度作为视觉刺激参数的函数。与先前的研究一致,我们发现感觉运动行为非线性地依赖于刺激幅度,重要的是,它受到不确定性的影响。我们发现,标准贝叶斯线索组合能够准确预测这种非线性和对不确定性的依赖性。重要的是,视觉不确定性依赖于刺激幅度的韦伯定律足以解释这种非线性行为。