对比式变压器对紧的视频表示进行哈希
概括
相反的变压器哈希 (CTH) 通过学习紧的表示来增强无监督的视频检索. 这种方法有效地捕捉时间和空间结构,优于现有的视频散列技术.
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:
- 视频散列可以通过在哈明空间中创建紧的表示来实现高效的大规模视频检索.
- 在无监督的视频检索中利用时间和空间结构仍然是一个重大挑战.
研究的目的:
- 提出对比变压器哈希 (CTH),一种有效的无监督的视频检索方法.
- 解决捕捉复杂视频结构的现有方法的局限性.
主要方法:
- 开发了一种双向变压器自编码器,用于视觉重建,有效地捕捉相关性.
- 设计了一种多模式的对比损失,以同时利用多模式和内模式的相似性.
- 为增强结构性学习而构建的模式间和模式内三联套件.
主要成果:
- 在对基准数据集 (UCF101,HMDB51,SVW30,FCVID) 的视频检索任务中,CTH表现出卓越的性能.
- 学习的紧哈希表示显著提高了检索准确性.
- 经验结果证实了CTH在最先进的视频散列方法上的优势.
结论:
- 通过有效利用时间和空间信息,CTH提供了一种强大的无监督视频检索方法.
- 拟议的方法推进了视频散列和大规模视频检索领域.
相关概念视频
Types Of Transformers
987
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...
987
Transformers with Off-Nominal Turns Ratios
162
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...
162
The Ideal Transformer
407
In single-phase two-winding transformers, two windings are coiled around a magnetic core characterized by cross-sectional area A and magnetic permeability μ. A phasor current i1 enters the left winding while i2 exits the right winding, establishing the fundamental working of the transformer through electromagnetic principles.
Ampere's Law forms the basis of understanding the magnetic field within the transformer. It states that the integral of the magnetic field intensity's...
Ampere's Law forms the basis of understanding the magnetic field within the transformer. It states that the integral of the magnetic field intensity's...
407
Energy Losses in Transformers
883
In an ideal transformer, it is assumed that there are no energy losses, and, hence, all the power at the primary winding is transferred to the secondary winding. However, in reality, the transformers always have some energy losses, and, hence, the output power obtained at the secondary winding is less than the input power at the primary winding due to energy losses.
There are four main reasons for energy losses in transformers.
The first cause can be the high resistance of the...
There are four main reasons for energy losses in transformers.
The first cause can be the high resistance of the...
883
Equivalent Circuits for Practical Transformers
443
The practical equivalent circuits of single-phase two-winding transformers exhibit significant deviations from their idealized versions due to the inherent properties of winding resistance and finite core permeability. These properties result in real and reactive power losses, affecting the transformer's performance. Understanding these deviations is crucial for designing more efficient transformers.
In a practical transformer, each winding exhibits resistance and leakage reactance. The...
In a practical transformer, each winding exhibits resistance and leakage reactance. The...
443
Transformers
1.1K
A device that transforms voltages from one value to another using induction is called a transformer. A transformer consists of two separate coils, or windings, wrapped around the same soft iron core. However, they are electrically insulated from each other.
The iron core has a substantial relative permeability. Therefore, the magnetic field lines generated due to the current in one winding are almost entirely confined within the core, such that the same magnetic flux permeates each turn of both...
The iron core has a substantial relative permeability. Therefore, the magnetic field lines generated due to the current in one winding are almost entirely confined within the core, such that the same magnetic flux permeates each turn of both...
1.1K


