相关实验视频
Updated: May 2, 2026
13:19
Deep Neural Networks for Image-Based Dietary Assessment
Published on: March 13, 2021
9.0K
ODD-Net:一种混合深度学习架构,用于图像处理
C S Asha1, Abu Bakr Siddiq1, Razeem Akthar1
1Department of Mechatronics, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, Karnataka, 576104, India.
Scientific reports
|December 23, 2024
概括
新型深度学习模型ODD-Net通过有效消除雾来提高户外图像质量. 这种先进的图像删除技术可以提高自动驾驶和监控等关键应用程序的可见性.
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:
- 雾显著降低了户外图像质量,影响了诸如自动驾驶和监控等关键应用.
- 现有的图像消除方法在计算效率,质量,复杂性和数据要求方面存在局限性.
研究的目的:
- 引入ODD-Net,一种混合深度学习架构,用于有效的图像处理.
- 通过提出一种创新的方法来解决当前除草技术的局限性.
主要方法:
- 开发了大气光网 (A-Net),使用扩展卷积,批量正常化和ReLU进行大气光估计.
- 创建了具有多尺度卷积和非线性回归的T-Net,用于传输地图生成.
- 在大气散射模型中集成A-Net和T-Net,形成ODD-Net架构.
主要成果:
- 与最先进的方法 (DCP,GMAN,DehazeNet,LCA) 相比,ODD-Net显示出更高的除尘性能.
- 在质量指标和优越的传输地图估计和深度测量方面实现了最高的性能.
- 在图像处理方面展示了显著的定量和质量改进.
结论:
- 通过提供更高的质量和效率,ODD-Net在图像消毒方面制定了新的标准.
- 拟议的方法有效地克服了现有的除草技术所面临的挑战.
- 对于依赖清晰户外图像的应用程序,ODD-Net提供了显著的改进.
相关概念视频
01:19Masking and Demasking Agents
4.1K
EDTA titrations may necessitate masking and demasking agents to temporarily protect a particular metal ion in a mixture from the EDTA reaction. These agents facilitate the sequential analysis of the metal ions by forming stable complexes with some—but not all—metal ions during certain steps.
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
4.1K
01:20Deconvolution
764
Deconvolution, also known as inverse filtering, is the process of extracting the impulse response from known input and output signals. This technique is vital in scenarios where the system's characteristics are unknown, and they must be inferred from the observable signals.
Deconvolution involves several mathematical techniques to derive the impulse response. One common approach is polynomial division. In this method, the input and output sequences are treated as coefficients of...
Deconvolution involves several mathematical techniques to derive the impulse response. One common approach is polynomial division. In this method, the input and output sequences are treated as coefficients of...
764