集群2 前:用于视频实例分割的半监督集群变压器
Áron Fóthi1, Adrián Szlatincsán1, Ellák Somfai1,2
1Department of Artificial Intelligence, ELTE Eötvös Loránd University, 1053 Budapest, Hungary.
Sensors (Basel, Switzerland)
|February 10, 2024
概括
本研究介绍了Cluster2Former,这是一种用于视频实例细分的半监督学习方法. 它使用最小的涂注释来实现竞争性结果,降低数据标签成本.
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:
- 视频实例细分对于理解动态场景至关重要.
- 传统的方法需要广泛的像素级注释,这是昂贵和耗时的.
- 半监督学习为减少注释负担提供了一个潜在的解决方案.
研究的目的:
- 为视频实例细分开发一种新的半监督方法.
- 通过使用轻量级注释,减少对完全注释的数据集的依赖.
- 为了提高视频实例细分的成本效益和效率.
主要方法:
- 提出了Cluster2Former模型,增强了像Mask2Former这样的现有架构.
- 雇佣了基于涂的注释用于培训.
- 引入基于相似性的约束损失,以有效处理部分注释.
主要成果:
- 在标准视频实例细分基准上取得了竞争性表现.
- 以0.5%的注释像素来证明有效性.
- 展示了模型处理有限注释资源的能力.
结论:
- Cluster2Former为视频实例细分提供了可行和高效的解决方案.
- 这种方法显著降低了注释成本和计算要求.
- 对于具有稀缺标记数据的应用程序来说,它特别有利.
相关概念视频
Types Of Transformers
Transformers can provide desired voltages to a circuit by modifying the number of turns in the secondary windings.
If the ratio of the number of turns in the secondary winding to that of the primary winding is greater than one, then the transformer is said to be a step-up transformer. In a step-up transformer, the voltage at the secondary winding is greater than the voltage applied at the primary winding.
However, if this ratio is less than one, the transformer is said to be a step-down...
If the ratio of the number of turns in the secondary winding to that of the primary winding is greater than one, then the transformer is said to be a step-up transformer. In a step-up transformer, the voltage at the secondary winding is greater than the voltage applied at the primary winding.
However, if this ratio is less than one, the transformer is said to be a step-down...
Force Classification
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,...
Extraction: Advanced Methods
Metal ions can be separated from one another by complexation with organic ligands–the chelating agent– to form uncharged chelates. Here, the chelating agent must contain hydrophobic groups and behave as a weak acid, losing a proton to bind with the metal. Since most organic ligands used in this process are insoluble or undergo oxidation in the aqueous phase, the chelating agent is initially added to the organic phase and extracted into the aqueous phase. The metal-ligand complex is formed in...
Transformers in Distribution System
Transformers in distribution systems can be broadly categorized into distribution substation transformers and other distribution transformers. They are crucial for stepping down high transmission voltages to levels suitable for distribution and end-user applications.
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
Transformers with Off-Nominal Turns Ratios
In scenarios involving parallel transformers with disparate ratings, developing per-unit models requires accommodating off-nominal turns ratios. This situation arises when the selected base voltages are not proportional to the transformer’s voltage ratings. Consider a transformer where the rated voltages are related by the term a. If the chosen voltage bases satisfy a relationship involving term b, term c is defined as the ratio of these bases. This ratio is then substituted into the rated...
Aggregates Classification
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...


