基于几次射击细粒度分类的特征融合网络.
Yajie Yang1, Yuxuan Feng1, Li Zhu1
1College of Information Technology, Jilin Agriculture University, Changchun, China.
Frontiers in neurorobotics
|November 29, 2023
概括
简单的细粒度学习识别了具有有限数据的子类. 新的特征融合相似性网络 (FFSNet) 使用全球和本地特征来提高图像分类任务的准确性和概括性.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 机器学习 机器学习
背景情况:
- 简单的细粒度学习旨在使用最小的标记数据对子类进行分类.
- 现有的方法通常依赖于单个特征类型 (全球或本地),这可能会错过关键的类间或类内信息.
- 细粒度图像的分类存在挑战,因为类间的差异很小,而类内的差异很大.
研究的目的:
- 为了解决当前少量射击细粒度学习方法的局限性.
- 提出一个新的网络,有效地利用全球和本地特征.
- 提高模型在细粒度图像分类任务中的概括能力.
主要方法:
- 引入特征融合相似性网络 (FFSNet).
- FFSNet采用全球措施来强调阶级间的区别.
- FFSNet利用本地措施来巩固类内相似之处.
主要成果:
- 拟议的FFSNet模型成功地扩大了类间的距离,并减少了类内的距离.
- 该方法显示了增强的概括能力,即使在有限的细粒度图像数据集.
- 实验结果显示,与基准数据集上的最先进模型相比,其性能具有竞争力.
结论:
- FFSNet提供了一个强大的解决方案,用于少数镜头的细粒度图像分类.
- 全球和本地特征的融合有效地克服了细粒度识别方面的挑战.
- 该模型的改进概括性使其适用于具有有限数据的真实应用.
相关概念视频
Force Classification
1.2K
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
1.2K
Aggregates Classification
327
Aggregate classification is generally based on its size, petrographic characteristics, weight, and source. Size classification ranges from coarse to fine aggregates, defined by the size of the particles. Coarse aggregates are particles that do not pass through ASTM sieve No. 4, and aggregates that pass through the sieve are fine aggregates.
Petrographic classification groups aggregates based on common mineralogical characteristics. Some of the common mineral groups found in aggregates are...
Petrographic classification groups aggregates based on common mineralogical characteristics. Some of the common mineral groups found in aggregates are...
327
Functional Classification of Joints
4.1K
Functional Classification of Joints
The functional classification of joints is determined by the amount of mobility between the adjacent bones. Joints are functionally classified as a synarthrosis or immobile joint, an amphiarthrosis or slightly moveable joint, or as a diarthrosis, a freely moveable joint. Fibrous and cartilaginous joints can be functionally classified as either synarthroses or amphiarthroses, whereas all synovial joints are classified as diarthroses.
Synarthrosis
An...
The functional classification of joints is determined by the amount of mobility between the adjacent bones. Joints are functionally classified as a synarthrosis or immobile joint, an amphiarthrosis or slightly moveable joint, or as a diarthrosis, a freely moveable joint. Fibrous and cartilaginous joints can be functionally classified as either synarthroses or amphiarthroses, whereas all synovial joints are classified as diarthroses.
Synarthrosis
An...
4.1K
Tagging and Fusion Proteins
6.7K
Proteins are involved in several cellular processes and biochemical reactions. Analyzing a specific protein of interest requires it to be isolated from the other proteins in the cell. This is achieved by overexpressing the specific gene in a suitable host to produce large quantities of the target protein. A tag or label is recombined with the gene to produce a fusion protein containing the target protein and the tag. The tags on these fusion proteins can then be used for easy detection and...
6.7K
Association Areas of the Cortex
5.4K
Association areas are regions of the cerebral cortex that do not have a specific sensory or motor function. Instead, they integrate and interpret information from various sources to enable higher cognitive processes such as memory, learning, and decision-making. Some key association areas include the following:
Prefrontal Association Area: This area is located in the frontal lobe and is involved in planning, decision-making, and moderating social behavior. It connects with primary motor areas,...
Prefrontal Association Area: This area is located in the frontal lobe and is involved in planning, decision-making, and moderating social behavior. It connects with primary motor areas,...
5.4K
Classification of Systems-II
149
Continuous-time systems have continuous input and output signals, with time measured continuously. These systems are generally defined by differential or algebraic equations. For instance, in an RC circuit, the relationship between input and output voltage is expressed through a differential equation derived from Ohm's law and the capacitor relation,
149


