使用语网络和MobileViT进行加强牛的识别,并引起EMA的注意
Mingshuo Han1, Baoshan Li1, Qi Li2
1School of Digital and Intelligence Industry, Inner Mongolia University of Science and Technology, Baotou, China.
Frontiers in veterinary science
|February 6, 2026
概括
使用口腔识别准确识别牛,对于防止畜牧保险欺诈至关重要. CattleMuzzleNet提供了一个强大的解决方案,即使在具有阻塞和不同角度的困难条件下,也能达到高精度.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
- 畜牧业管理 畜牧业管理
背景情况:
- 准确的牛标识对于牲畜保险至关重要,以防止欺诈.
- 目前的口腔识别系统与遮和多角度视图作斗争,限制了它们的实际应用.
研究的目的:
- 开发一个强大的牛嘴部识别系统,能够处理复杂的场景.
- 提高畜牧保险中牛身份验证的准确性和可靠性.
主要方法:
- 创建了一个全面的牛口腔图像数据集,包括正面图像,多角度图像和遮蔽图像.
- 提出了CattleMuzzleNet,这是一个轻量级的模型,集成了一个罗式网络,增强了MobileViT骨干和高效的多尺度注意力 (EMA).
- 模型性能通过比较实验,剥离研究和信心值分析来验证.
主要成果:
- 在658头牛的31,312张图像数据集上,CattleMuzzleNet实现了97.87%的准确性和98.89%的F1分数.
- 该模型在复杂的场景中表现出高精度和稳定性,性能优于现有方法.
- 开发的模型具有6.9 MB的紧尺寸,使其有效地用于实际部署.
结论:
- CattleMuzzleNet提供了一种有效的技术解决方案,用于保险中的牛身份验证.
- 拟议的模型显著提高了在充满挑战的现实条件下口腔识别的稳定性.
- 这一进步有助于减少欺诈和提高牲畜保险流程的效率.
相关概念视频
Protein Networks
4.6K
An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
4.6K
Protein Networks
2.9K
2.9K
Network Covalent Solids
16.2K
Network covalent solids contain a three-dimensional network of covalently bonded atoms as found in the crystal structures of nonmetals like diamond, graphite, silicon, and some covalent compounds, such as silicon dioxide (sand) and silicon carbide (carborundum, the abrasive on sandpaper). Many minerals have networks of covalent bonds.
To break or to melt a covalent network solid, covalent bonds must be broken. Because covalent bonds are relatively strong, covalent network solids are typically...
To break or to melt a covalent network solid, covalent bonds must be broken. Because covalent bonds are relatively strong, covalent network solids are typically...
16.2K
Attention-Deficit/Hyperactivity Disorder
998
Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder characterized by persistent inattention, hyperactivity, and impulsivity. It affects approximately 5-8% of children globally, with around 60-70% of cases persisting into adulthood. ADHD has significant implications for educational attainment, social interactions, and occupational success.
Diagnostic Criteria and Symptoms
To diagnose ADHD, symptoms must manifest before age 12 and be evident across multiple settings....
Diagnostic Criteria and Symptoms
To diagnose ADHD, symptoms must manifest before age 12 and be evident across multiple settings....
998
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
Bioavailability Enhancement: Drug Solubility Enhancement
264
Body:Bioavailability is a critical factor in determining a drug's effectiveness. It refers to the proportion of a drug that enters the circulation when introduced into the body and is, as a result, able to have an active effect. Enhancing bioavailability is essential for drugs with poor solubility, as it can significantly impact their therapeutic efficacy. Various methods are employed to increase the solubility of drugs, thereby enhancing their bioavailability.Micronization and nanonization are...
264


