腐蚀检测实例分割数据集.zip
腐蚀检测实例分割数据集
• 数据集名称：腐蚀检测实例分割数据集
• 图片数量：
训练集：302张航拍图像
验证集：87张航拍图像
测试集：45张航拍图像
总计：434张航拍场景图像
• 训练集：302张航拍图像
• 验证集：87张航拍图像
• 测试集：45张航拍图像
• 总计：434张航拍场景图像
• 分类类别：
腐蚀（Corrosion）：材料表面因化学或电化学反应导致的损伤区域
• 腐蚀（Corrosion）：材料表面因化学或电化学反应导致的损伤区域
• 标注格式：
YOLO格式多边形标注，精确勾勒腐蚀区域轮廓
包含归一化顶点坐标序列，适用于实例分割任务
• YOLO格式多边形标注，精确勾勒腐蚀区域轮廓
• 包含归一化顶点坐标序列，适用于实例分割任务
• 数据来源：真实航拍场景图像，覆盖多样化环境条件
1. 基础设施健康监测系统：
自动检测桥梁、管道、储罐等工业设施的腐蚀区域
量化评估腐蚀面积与分布，辅助制定维护策略
1. 自动检测桥梁、管道、储罐等工业设施的腐蚀区域
1. 量化评估腐蚀面积与分布，辅助制定维护策略
1. 航拍巡检分析平台：
集成无人机巡检系统，实现腐蚀区域自动标记与报警
减少人工检测风险，提升大规模设施检测效率
1. 集成无人机巡检系统，实现腐蚀区域自动标记与报警
1. 减少人工检测风险，提升大规模设施检测效率
1. 材料耐久性研究：
为材料科学提供视觉检测基准数据
支持腐蚀演化趋势分析与防护措施效果评估
1. 为材料科学提供视觉检测基准数据
1. 支持腐蚀演化趋势分析与防护措施效果评估
1. 工业AI视觉系统开发：
训练高精度实例分割模型，识别复杂背景下的腐蚀特征
兼容YOLO生态，快速部署至边缘计算设备
1. 训练高精度实例分割模型，识别复杂背景下的腐蚀特征
1. 兼容YOLO生态，快速部署至边缘计算设备
1. 精准实例标注：
每个腐蚀区域采用多边形顶点精确标注，保留不规则形态特征
严格区分相邻腐蚀区域，支持实例级分析
1. 每个腐蚀区域采用多边形顶点精确标注，保留不规则形态特征
1. 严格区分相邻腐蚀区域，支持实例级分析
1. 真实场景覆盖：
包含不同光照、角度、背景复杂度的航拍场景
覆盖金属结构、建筑表面等多类型腐蚀载体
1. 包含不同光照、角度、背景复杂度的航拍场景
1. 覆盖金属结构、建筑表面等多类型腐蚀载体
1. 工业应用导向：
专注腐蚀检测细分场景，解决实际工业痛点
标注格式直接兼容主流工业检测系统
1. 专注腐蚀检测细分场景，解决实际工业痛点
1. 标注格式直接兼容主流工业检测系统
1. 模型训练友好：
提供标准化训练/验证/测试集划分
支持实例分割模型端到端训练与性能验证
1. 提供标准化训练/验证/测试集划分
1. 支持实例分割模型端到端训练与性能验证
1. 领域稀缺性：
稀缺的航拍腐蚀检测专项数据集
填补工业视觉在腐蚀量化分析领域的数据空白
1. 稀缺的航拍腐蚀检测专项数据集
1. 填补工业视觉在腐蚀量化分析领域的数据空白
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