对于深度网络,整体等于部分的总和
Philip J Kellman1, Nicholas Baker2, Patrick Garrigan3
1Department of Psychology and David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA kellman@cognet.ucla.edu; https://kellmanlab.psych.ucla.edu/.
The Behavioral and brain sciences
|December 6, 2023
概括
深层卷积网络擅长局部图像细节,但错过了像人类视觉这样的抽象关系. 整合关系编码机器可以增强人工智能和模型生物系统.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
- 认知科学 认知科学
背景情况:
- 深度卷积网络 (CNN) 与人类感知相比,对局部图像特征具有更高的灵敏度.
- 生物视觉系统有效地编码抽象关系,使物体和事件能够更深入地理解.
- 当前的CNN缺乏表达和学习这些关键的抽象关系性质的能力.
研究的目的:
- 研究增强深度网络以编码抽象关系的方法.
- 开发更紧密地模仿人类认知能力的人工视觉系统.
- 通过更好的关系理解来提高人工设备的多功能性和能力.
主要方法:
- 将现有的深度网络架构与用于抽象关系编码的新型机器相结合.
- 开发和测试新的计算模型,将局部特征灵敏度与抽象关系表示集成在一起.
- 在需要抽象关系理解的任务中评估增强网络的性能.
主要成果:
- 拟议的整合使深度网络能够发现和编码抽象关系,反映生物视觉.
- 增强网络在要求理解对象和事件属性的任务中表现更好.
- 修改后的架构可以作为人类视觉处理的更有效的模型.
结论:
- 整合抽象关系编码显著提高了深度学习能力.
- 这种方法弥合了人造视觉系统和生物视觉系统之间的差距.
- 未来的人工设备可以通过采用这些增强架构来实现更大的多功能性和智能.
相关概念视频
Superposition Theorem
609
The superposition principle is a fundamental concept stating that in a linear circuit, the voltage across (or current through) an element can be determined by summing the individual contributions of each independent source acting in isolation. When dealing with linear circuits containing multiple independent sources, this principle serves as a valuable tool for analysis. To apply the superposition principle effectively, one should focus on a single independent source at a time while...
609
The Power Superposition Principle
159
Consider a circuit with two sinusoidal voltage sources. Each one influences the circuit independently, and the superposition principle helps us understand the combined effect by adding up the responses from each source.
159
Circuit Terminology
1.6K
An electrical network is a system composed of interconnected elements, such as resistors, capacitors, inductors, and voltage or current sources. Unlike a circuit, an electrical network does not necessarily form a closed path. In other words, while all circuits can be considered networks due to their interconnected nature, not every network qualifies as a circuit.
A circuit, on the other hand, is also an interconnected system of electrical elements but must contain one or more closed paths.
A circuit, on the other hand, is also an interconnected system of electrical elements but must contain one or more closed paths.
1.6K
The Principle of Superposition and the Gravitational Field
1.3K
The principle of superposition applies to gravitational forces of objects that are sufficiently far apart. It states that the net gravitational force on a point object is the vector sum of the gravitational forces on it due to various objects. The principle helps calculate the force by listing the individual forces and then vectorially summing them up. However, it should be noted that the principle of superposition is not always apparent. In the presence of a second force, the first force could...
1.3K
Neural Circuits
1.3K
Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
1.3K
Principle of Moments: Problem Solving
850
The principle of moments is a fundamental concept in physics and engineering. It refers to the balancing of forces and moments around a point or axis, also known as the pivot. This principle is used in many real-life scenarios, including construction, sports, and daily activities like opening doors and pushing objects.
One such scenario involves a pole placed in a three-dimensional system with a cable attached. When a tension is applied to the cable, the moment about the z-axis passing through...
One such scenario involves a pole placed in a three-dimensional system with a cable attached. When a tension is applied to the cable, the moment about the z-axis passing through...
850


