目标检测火焰烟雾数据标注 yolo格式(.txt) ,yolov5可直接训练,(6000张)

上传者: XiangZhengxian | 上传时间: 2025-07-25 23:42:00 | 文件大小: 453.87MB | 文件类型: ZIP
在IT行业中,目标检测是一项关键任务,特别是在计算机视觉领域,它允许系统识别并定位图像中的特定对象。YOLO(You Only Look Once)是一个高效且流行的目标检测框架,它的最新版本是YOLOv5。本项目专注于利用YOLOv5进行火焰和烟雾的检测,这对于监控安全、火灾预警等应用至关重要。 我们来看"目标检测"。目标检测旨在在图像中找到并识别出特定的目标对象,同时给出它们的位置。这个过程包括了物体分类和定位两个步骤。YOLO是一种实时目标检测系统,以其快速和准确的性能而受到青睐。 YOLOv5是YOLO系列的最新改进版,由Joseph Redmon等人开发。相比于早期版本,YOLOv5优化了网络结构,提高了检测速度和精度。它采用了更先进的技术,如Mish激活函数、数据增强策略(如CutMix和MixUp)、以及模型的并行化训练,使其在保持高效的同时提升了模型性能。 "数据标注"是训练机器学习模型不可或缺的一环。在这个项目中,标注是以YOLO格式进行的,这种格式适用于小目标检测,并且结构简单。每个.txt文件对应一个图像,文件中包含了图像中每个目标的边界框坐标以及对应的类标签。例如,一行标注可能如下所示: `100 200 300 400 0` 这表示在图像的左上角坐标(100, 200)到右下角坐标(300, 400)存在一个目标,类标签为0(代表火焰或烟雾)。这样的标注数据集对于训练YOLOv5模型至关重要。 "火焰烟雾"是这个项目关注的重点。在安全监控、火灾预警系统中,能够准确检测到火焰和烟雾是极其重要的。通过训练YOLOv5模型来识别这些特征,可以及时发出警报,防止潜在的危险。 "标签"指定了这个项目的关键技术和主题,包括"目标检测"、"yolov5"、"yolo"、"数据标注"和"火焰烟雾"。这些标签帮助我们理解项目的核心内容。 压缩包包含"labels"和"images"两个文件夹。"labels"中存放的是上述的.txt标注文件,"images"则包含了对应的图像文件。在训练模型时,我们会将这两个数据集合并,用图像作为输入,对应的标注作为输出,以训练YOLOv5模型。 这个项目涉及到了目标检测领域的前沿技术,特别是使用YOLOv5框架对火焰烟雾进行检测。通过详尽的数据标注和模型训练,我们可以构建出一个能有效识别这两种危险信号的系统,这对公共安全和工业环境具有极高的实用价值。

文件下载

资源详情

[{"title":"( 2000 个子文件 453.87MB ) 目标检测火焰烟雾数据标注 yolo格式(.txt) ,yolov5可直接训练,(6000张) ","children":[{"title":"fire_00953.txt <span style='color:#111;'> 3.45KB </span>","children":null,"spread":false},{"title":"fire_fire_203.txt <span style='color:#111;'> 3.03KB </span>","children":null,"spread":false},{"title":"fire_001433.txt <span style='color:#111;'> 3.00KB </span>","children":null,"spread":false},{"title":"fire_00325.txt <span style='color:#111;'> 2.99KB </span>","children":null,"spread":false},{"title":"fire_fire_269.txt <span style='color:#111;'> 2.84KB </span>","children":null,"spread":false},{"title":"fire_00335.txt <span style='color:#111;'> 2.72KB </span>","children":null,"spread":false},{"title":"fire_000059.txt <span style='color:#111;'> 2.69KB </span>","children":null,"spread":false},{"title":"fire_00681.txt <span style='color:#111;'> 2.53KB </span>","children":null,"spread":false},{"title":"fire_fire_259.txt <span style='color:#111;'> 2.50KB </span>","children":null,"spread":false},{"title":"fire_fire_188.txt <span style='color:#111;'> 2.33KB </span>","children":null,"spread":false},{"title":"fire_001314.txt <span style='color:#111;'> 2.23KB </span>","children":null,"spread":false},{"title":"fire_001448.txt <span style='color:#111;'> 2.02KB </span>","children":null,"spread":false},{"title":"fire_001326.txt <span style='color:#111;'> 2.01KB </span>","children":null,"spread":false},{"title":"fire_01195.txt <span style='color:#111;'> 1.99KB </span>","children":null,"spread":false},{"title":"fire_fire_221.txt <span style='color:#111;'> 1.96KB </span>","children":null,"spread":false},{"title":"fire_fire_352.txt <span style='color:#111;'> 1.84KB </span>","children":null,"spread":false},{"title":"fire_001370.txt <span style='color:#111;'> 1.78KB </span>","children":null,"spread":false},{"title":"fire_00557.txt <span style='color:#111;'> 1.78KB </span>","children":null,"spread":false},{"title":"fire_001310.txt <span style='color:#111;'> 1.74KB </span>","children":null,"spread":false},{"title":"fire_fire_219.txt <span style='color:#111;'> 1.68KB </span>","children":null,"spread":false},{"title":"fire_001316.txt <span style='color:#111;'> 1.65KB </span>","children":null,"spread":false},{"title":"fire_fire_101.txt <span style='color:#111;'> 1.62KB </span>","children":null,"spread":false},{"title":"fire_001732.txt <span style='color:#111;'> 1.62KB </span>","children":null,"spread":false},{"title":"fire_001430.txt <span style='color:#111;'> 1.61KB </span>","children":null,"spread":false},{"title":"fire_01036.txt <span style='color:#111;'> 1.59KB </span>","children":null,"spread":false},{"title":"fire_001092.txt <span style='color:#111;'> 1.56KB </span>","children":null,"spread":false},{"title":"fire_fire_148.txt <span style='color:#111;'> 1.54KB </span>","children":null,"spread":false},{"title":"fire_001639.txt <span style='color:#111;'> 1.52KB </span>","children":null,"spread":false},{"title":"fire_000657.txt <span style='color:#111;'> 1.52KB </span>","children":null,"spread":false},{"title":"fire_001446.txt <span style='color:#111;'> 1.48KB </span>","children":null,"spread":false},{"title":"fire_01015.txt <span style='color:#111;'> 1.43KB </span>","children":null,"spread":false},{"title":"fire_fire_208.txt <span style='color:#111;'> 1.43KB </span>","children":null,"spread":false},{"title":"fire_001337.txt <span style='color:#111;'> 1.39KB </span>","children":null,"spread":false},{"title":"fire_01105.txt <span style='color:#111;'> 1.39KB </span>","children":null,"spread":false},{"title":"fire_001254.txt <span style='color:#111;'> 1.37KB </span>","children":null,"spread":false},{"title":"fire_00913.txt <span style='color:#111;'> 1.37KB </span>","children":null,"spread":false},{"title":"fire_000041.txt <span style='color:#111;'> 1.37KB </span>","children":null,"spread":false},{"title":"fire_fire_373.txt <span style='color:#111;'> 1.37KB </span>","children":null,"spread":false},{"title":"fire_001770.txt <span style='color:#111;'> 1.36KB </span>","children":null,"spread":false},{"title":"fire_01231.txt <span style='color:#111;'> 1.36KB </span>","children":null,"spread":false},{"title":"fire_001308.txt <span style='color:#111;'> 1.33KB </span>","children":null,"spread":false},{"title":"fire_fire_110.txt <span style='color:#111;'> 1.32KB </span>","children":null,"spread":false},{"title":"fire_fire_277.txt <span style='color:#111;'> 1.32KB </span>","children":null,"spread":false},{"title":"fire_00821.txt <span style='color:#111;'> 1.30KB </span>","children":null,"spread":false},{"title":"fire_001171.txt <span style='color:#111;'> 1.30KB </span>","children":null,"spread":false},{"title":"fire_001006.txt <span style='color:#111;'> 1.28KB </span>","children":null,"spread":false},{"title":"fire_00543.txt <span style='color:#111;'> 1.27KB </span>","children":null,"spread":false},{"title":"fire_fire_69.txt <span style='color:#111;'> 1.26KB </span>","children":null,"spread":false},{"title":"fire_01054.txt <span style='color:#111;'> 1.25KB </span>","children":null,"spread":false},{"title":"fire_001279.txt <span style='color:#111;'> 1.23KB </span>","children":null,"spread":false},{"title":"fire_001597.txt <span style='color:#111;'> 1.22KB </span>","children":null,"spread":false},{"title":"fire_00964.txt <span style='color:#111;'> 1.21KB </span>","children":null,"spread":false},{"title":"fire_00962.txt <span style='color:#111;'> 1.21KB </span>","children":null,"spread":false},{"title":"fire_001526.txt <span style='color:#111;'> 1.21KB </span>","children":null,"spread":false},{"title":"fire_fire_193.txt <span style='color:#111;'> 1.19KB </span>","children":null,"spread":false},{"title":"fire_fire_28.txt <span style='color:#111;'> 1.19KB </span>","children":null,"spread":false},{"title":"fire_001215.txt <span style='color:#111;'> 1.18KB </span>","children":null,"spread":false},{"title":"fire_fire_424.txt <span style='color:#111;'> 1.18KB </span>","children":null,"spread":false},{"title":"fire_00855.txt <span style='color:#111;'> 1.18KB </span>","children":null,"spread":false},{"title":"fire_fire_335.txt <span style='color:#111;'> 1.17KB </span>","children":null,"spread":false},{"title":"fire_001499.txt <span style='color:#111;'> 1.16KB </span>","children":null,"spread":false},{"title":"fire_00939.txt <span style='color:#111;'> 1.16KB </span>","children":null,"spread":false},{"title":"fire_fire_33.txt <span style='color:#111;'> 1.15KB </span>","children":null,"spread":false},{"title":"fire_detection_76327ea7-d859-4a66-8b46-a98bd63e509c.txt <span style='color:#111;'> 1.14KB </span>","children":null,"spread":false},{"title":"fire_00754.txt <span style='color:#111;'> 1.13KB </span>","children":null,"spread":false},{"title":"fire_fire_162.txt <span style='color:#111;'> 1.13KB </span>","children":null,"spread":false},{"title":"fire_fire_396.txt <span style='color:#111;'> 1.13KB </span>","children":null,"spread":false},{"title":"fire_00032.txt <span style='color:#111;'> 1.13KB </span>","children":null,"spread":false},{"title":"fire_000025.txt <span style='color:#111;'> 1.13KB </span>","children":null,"spread":false},{"title":"fire_00300.txt <span style='color:#111;'> 1.12KB </span>","children":null,"spread":false},{"title":"fire_001461.txt <span style='color:#111;'> 1.12KB </span>","children":null,"spread":false},{"title":"fire_00430.txt <span style='color:#111;'> 1.12KB </span>","children":null,"spread":false},{"title":"fire_001234.txt <span style='color:#111;'> 1.12KB </span>","children":null,"spread":false},{"title":"fire_00034.txt <span style='color:#111;'> 1.11KB </span>","children":null,"spread":false},{"title":"fire_00352.txt <span style='color:#111;'> 1.11KB </span>","children":null,"spread":false},{"title":"fire_fire_116.txt <span style='color:#111;'> 1.10KB </span>","children":null,"spread":false},{"title":"fire_00360.txt <span style='color:#111;'> 1.10KB </span>","children":null,"spread":false},{"title":"fire_fire_157.txt <span style='color:#111;'> 1.09KB </span>","children":null,"spread":false},{"title":"fire_fire_99.txt <span style='color:#111;'> 1.08KB </span>","children":null,"spread":false},{"title":"fire_001118.txt <span style='color:#111;'> 1.07KB </span>","children":null,"spread":false},{"title":"fire_001388.txt <span style='color:#111;'> 1.07KB </span>","children":null,"spread":false},{"title":"fire_000940.txt <span style='color:#111;'> 1.05KB </span>","children":null,"spread":false},{"title":"fire_001482.txt <span style='color:#111;'> 1.05KB </span>","children":null,"spread":false},{"title":"fire_001330.txt <span style='color:#111;'> 1.04KB </span>","children":null,"spread":false},{"title":"fire_00462.txt <span style='color:#111;'> 1.04KB </span>","children":null,"spread":false},{"title":"fire_001281.txt <span style='color:#111;'> 1.04KB </span>","children":null,"spread":false},{"title":"fire_000952.txt <span style='color:#111;'> 1.04KB </span>","children":null,"spread":false},{"title":"fire_fire_149.txt <span style='color:#111;'> 1.04KB </span>","children":null,"spread":false},{"title":"fire_fire_178.txt <span style='color:#111;'> 1.04KB </span>","children":null,"spread":false},{"title":"fire_fire_131.txt <span style='color:#111;'> 1.04KB </span>","children":null,"spread":false},{"title":"fire_01222.txt <span style='color:#111;'> 1.03KB </span>","children":null,"spread":false},{"title":"fire_001450.txt <span style='color:#111;'> 1.02KB </span>","children":null,"spread":false},{"title":"fire_fire_230.txt <span style='color:#111;'> 1.02KB </span>","children":null,"spread":false},{"title":"fire_fire_416.txt <span style='color:#111;'> 1.01KB </span>","children":null,"spread":false},{"title":"fire_fire_153.txt <span style='color:#111;'> 1.01KB </span>","children":null,"spread":false},{"title":"fire_00873.txt <span style='color:#111;'> 1.01KB </span>","children":null,"spread":false},{"title":"fire_001593.txt <span style='color:#111;'> 1.01KB </span>","children":null,"spread":false},{"title":"fire_001156.txt <span style='color:#111;'> 1.01KB </span>","children":null,"spread":false},{"title":"fire_fire_289.txt <span style='color:#111;'> 1.00KB </span>","children":null,"spread":false},{"title":"fire_00580.txt <span style='color:#111;'> 1000B </span>","children":null,"spread":false},{"title":"......","children":null,"spread":false},{"title":"<span style='color:steelblue;'>文件过多,未全部展示</span>","children":null,"spread":false}],"spread":true}]

评论信息

免责申明

【只为小站】的资源来自网友分享,仅供学习研究,请务必在下载后24小时内给予删除,不得用于其他任何用途,否则后果自负。基于互联网的特殊性,【只为小站】 无法对用户传输的作品、信息、内容的权属或合法性、合规性、真实性、科学性、完整权、有效性等进行实质审查;无论 【只为小站】 经营者是否已进行审查,用户均应自行承担因其传输的作品、信息、内容而可能或已经产生的侵权或权属纠纷等法律责任。
本站所有资源不代表本站的观点或立场,基于网友分享,根据中国法律《信息网络传播权保护条例》第二十二条之规定,若资源存在侵权或相关问题请联系本站客服人员,zhiweidada#qq.com,请把#换成@,本站将给予最大的支持与配合,做到及时反馈和处理。关于更多版权及免责申明参见 版权及免责申明