通过生成模型倾听
Maddie Cusimano1, Luke B Hewitt1, Josh H McDermott2
1Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, United States of America.
Cognition
|August 31, 2024
概括
这项研究介绍了一种用于听觉感知的计算生成模型,解释了大脑模型的声音. 该模型成功地解释了听觉幻觉和现实世界的声音组织.
科学领域:
- 认知科学 认知科学
- 计算神经科学是一种神经科学.
- 听觉感知是一种听觉感知.
背景情况:
- 感知理论经常提出内部世界模型,但缺乏可测试性.
- 以前的模型在解释感官信号的复杂性方面扎.
研究的目的:
- 开发和测试用于听觉感知的计算生成模型.
- 调查内部模型在解释听觉错觉和现实世界声音方面的作用.
主要方法:
- 利用当代的计算工具,通过内部生成模型推断出正确的解释.
- 采用生态灵感的音频合成器作为听觉世界的候选模型.
- 通过结合刺激计算能力和可解释模型结构来应用"丰富伪造".
主要成果:
- 生成模型成功地解释了经典的听觉错觉.
- 模型推断证明了真实世界声音混合的类似人类感知组织.
- 确定了关于声音生成的必要假设,以获得准确的感知.
结论:
- 生成模型为理解听觉感知提供了可测试的框架.
- 这些模型可以解释听觉错觉和日常声音感知.
- 强调将生成模型整合到感知理论中的机遇和挑战.
关键词:
听觉场景分析 听觉场景分析贝叶斯的推理 贝叶斯的推理集团化 集团化 集团化 集团化幻觉是一种幻觉.自然的声音是自然的声音.感知 感知 感知 感知感知组织是感知组织.一个概率论程序.世界模型 世界模型更多相关视频
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