通过令牌通信和样本聚合约束进行对象重新识别的特征调整等级变压器
Zhi Yu1, Zhiyong Huang1, Mingyang Hou2
1School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China; Key Laboratory of Dependable Service Computing in Cyber Physical Society (Chongqing University), Ministry of Education of China, Chongqing University, Chongqing, 400044, China.
概括
本研究介绍了一种特征调节等级变压器 (FHTrans) 用于对象重新识别. 通过强调重要的图像补丁,FHTrans增强了特征表示,实现了最先进的结果.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
背景情况:
- 基于变压器的方法在对象重新识别方面取得了成功.
- 当前的方法对待所有补丁令牌均等,限制了特征表示.
研究的目的:
- 开发变压器骨干的特征调整机制,以改善对象重新识别.
- 为了强调重要的补丁,并减轻不重要的补丁,以获得更具歧视性的特征.
主要方法:
- 在变压器编码器块内通过代币通信 (TCF) 提出一个插入和运行功能调整模块.
- 构建一个特征调整等级变压器 (FHTrans),用于特征提取,具有三个等级.
- 引入样本聚合 (SA) 损失,以增强类内聚合.
主要成果:
- 拟议的FHTrans方法在对象重新识别基准上实现了最先进的性能.
- 功能调整机制有效地强调了歧视性特征.
- 层次结构和SA损失有助于改进特征学习.
结论:
- FHTrans模型在对象重新识别方面取得了重大进展.
- 功能调整机制和层次设计对于性能至关重要.
- 拟议的方法为学习歧视性特征提供了更有效的方法.
相关概念视频
Survival Tree
48
Survival trees are a non-parametric method used in survival analysis to model the relationship between a set of covariates and the time until an event of interest occurs, often referred to as the "time-to-event" or "survival time." This method is particularly useful when dealing with censored data, where the event has not occurred for some individuals by the end of the study period, or when the exact time of the event is unknown.
Building a Survival Tree
Constructing a...
Building a Survival Tree
Constructing a...
48
Improving Translational Accuracy
2.5K
2.5K
Force Classification
1.1K
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,...
1.1K
Aggregates Classification
295
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...
295
Classification of Systems-II
132
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,
132
Structural Classification of Joints
3.1K
Joints, also known as articulations, are classified based on their structural characteristics, i.e., based on whether the articulating surfaces of the adjacent bones are directly connected by fibrous connective tissue or cartilage, or whether the articulating surfaces contact each other within a fluid-filled joint cavity. These differences serve to divide the joints of the body into three structural classifications.
A fibrous joint is where the adjacent bones are united by fibrous connective...
A fibrous joint is where the adjacent bones are united by fibrous connective...
3.1K


