一种多尺度端到端可见和红外图像增强的融合方法
Yuanxue Xin1, Jiabin Huang2, Chao Sun3
1The College of Information Science and Engineering, Hohai University, Jin Tan, Chang zhou, 213200, Jiang Su, China.
Scientific reports
|February 3, 2026
概括
这项研究引入了一种用于融合红外和可见光图像的新型多尺度方法,在具有挑战性的低光条件下显著提高了融合质量. 这种方法增强了图像照明,同时将细节合并为优异的结果.
科学领域:
- 计算机视觉 计算机视觉
- 图像处理 图像处理
- 人工智能的人工智能
背景情况:
- 红外和可见光图像融合旨在将互补的信息结合起来,以获得更丰富的图像.
- 低光条件严重降低可见光图像,影响融合质量.
- 现有的聚变算法经常忽视照明条件,导致结果不理想.
研究的目的:
- 提出一个多尺度,端到端的图像增强和融合方法,以提高极端照明下的性能.
- 解决当前融合技术在处理低光降解方面的局限性.
主要方法:
- 开发了一种基于自动编码器的新型网络,具有可见和红外图像的单独编码器,解码器和融合模块.
- 实施了独特的三阶段培训策略:可见图像增强,红外自动编码器培训和融合模块培训.
- 利用多层次的方法来增强特征提取和融合.
主要成果:
- 拟议的方法通过解决不均的亮度,噪音和丢失的细节,显著提高了可见光图像质量.
- 与公共数据集上的现有方法相比,在合并图像中获得了优异的视觉性能.
- 在复杂的,低光环境中证明了强大而准确的图像融合.
结论:
- 端到端的图像增强融合方法通过考虑照明因素有效地提高了融合图像质量.
- 阶段式培训策略确保了对网络组件的有效学习,从而实现了强大的性能.
- 这种方法在具有挑战性的条件下为可靠的红外和可见光图像融合提供了一个有希望的解决方案.
相关概念视频
Nuclear Fusion
33.9K
The process of converting very light nuclei into heavier nuclei is also accompanied by the conversion of mass into large amounts of energy, a process called fusion. The principal source of energy in the sun is a net fusion reaction in which four hydrogen nuclei fuse and ultimately produce one helium nucleus and two positrons.
A helium nucleus has a mass that is 0.7% less than that of four hydrogen nuclei; this lost mass is converted into energy during the fusion. This reaction produces about...
A helium nucleus has a mass that is 0.7% less than that of four hydrogen nuclei; this lost mass is converted into energy during the fusion. This reaction produces about...
33.9K
pH Scale
79.9K
Hydronium and hydroxide ions are present both in pure water and in all aqueous solutions, and their concentrations are inversely proportional as determined by the ion product of water (Kw). The concentrations of these ions in a solution are often critical determinants of the solution’s properties and the chemical behaviors of its other solutes. Two different solutions can differ in their hydronium or hydroxide ion concentrations by a million, billion, or even trillion times. A common means of...
79.9K
Scaling
596
In designing and analyzing filters, resonant circuits, or circuit analysis at large, working with standard element values like 1 ohm, 1 henry, or 1 farad can be convenient before scaling these values to more realistic figures. This approach is widely utilized by not employing realistic element values in numerous examples and problems; it simplifies mastering circuit analysis through convenient component values. The complexity of calculations is thereby reduced, with the understanding that...
596
Tagging and Fusion Proteins
8.5K
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...
8.5K
SNAREs and Membrane Fusion
12.8K
Once a transport vesicle has recognized its target organelle, the vesicular membrane needs to fuse with the target membrane to unload the cargo. Transmembrane proteins called SNAREs present on organelle membranes and their vesicles, mediate vesicle fusion.
SNAREs exist in pairs that symmetrically interact and catalyze the fusion of the lipid bilayers in vesicle and target organelle. v-SNARE in the vesicle membrane are single polypeptide chains that bind to a complementary t-SNARE, composed of 2...
SNAREs exist in pairs that symmetrically interact and catalyze the fusion of the lipid bilayers in vesicle and target organelle. v-SNARE in the vesicle membrane are single polypeptide chains that bind to a complementary t-SNARE, composed of 2...
12.8K
Self-Evaluation: Self-Enhancement and Self-Verification
5.8K
Social psychologists have documented that feeling good about ourselves and maintaining positive self-esteem is a powerful motivator of human behavior (Tavris & Aronson, 2008). In the United States, members of the predominant culture typically think very highly of themselves and view themselves as good people who are above average on many desirable traits (Ehrlinger, Gilovich, & Ross, 2005). Often, our behavior, attitudes, and beliefs are affected when we experience a threat to our...
5.8K


