建筑物损坏缺陷识别检测数据集 yolo数据集 共2400张 已增强

上传者: 2401_88440984 | 上传时间: 2025-11-24 15:47:13 | 文件大小: 912.1MB | 文件类型: RAR
随着城市化建设的快速发展,建筑物的结构安全越来越受到人们的关注。建筑物在使用过程中可能会因各种原因出现损坏,如自然老化、外力作用、设计和施工缺陷等,这些损坏可能表现为裂缝、外露钢筋、剥落等多种形式。为了确保建筑物的安全使用,对其损坏缺陷进行及时准确的识别和检测是至关重要的。 为了提高建筑物损坏缺陷识别的效率和准确性,研究人员和工程师们开发了基于计算机视觉的智能检测系统。这些系统通常依赖于大量的图像数据进行训练,以学习如何识别不同类型的损坏缺陷。YOLO(You Only Look Once)是一种流行的实时对象检测系统,能够快速准确地从图像中识别和定位多个对象。由于其高效性,YOLO被广泛应用于各类视觉检测任务中,包括建筑物损坏缺陷的识别。 在本例中,我们讨论的数据集是专为建筑物损坏缺陷识别设计的YOLO数据集,包含2400张经过增强的图像。数据集经过精心组织,分为训练集(train)、验证集(valid)和测试集(test),以确保模型在学习过程中能够得到充分的训练和评估。该数据集涉及的损坏缺陷类型主要有三类:裂缝、外露钢筋和剥落。其中,裂缝图像数量最多,达到了4842张,其次是外露钢筋类图像,有1557张,而剥落类图像则有1490张。 数据集中的图像经过增强处理,意味着这些图像通过旋转、缩放、裁剪、颜色变换等方法被人为地修改,以增加其多样性,从而提高训练出的模型的泛化能力。这种增强对于避免过拟合并让模型在面对真实世界变化多端的情况时仍能保持较高的识别准确性至关重要。 使用这类数据集进行训练,模型可以学会区分和识别不同类型的建筑物损坏缺陷。例如,裂缝可能是由于建筑物材料老化、温度变化或地震等自然因素造成的;外露钢筋可能是由于混凝土保护层的损坏或施工不良造成的;剥落可能是由于材料老化或施工不当造成的。模型通过学习这些特征,能够在实际操作中为工程师和维护人员提供及时的损坏情况信息,从而有助于及时采取维修措施,保障建筑物的安全使用。 为了更深入地理解和使用这个数据集,研究人员和工程师不仅需要关注数据集的结构和内容,还需要了解YOLO检测系统的原理和特性,以便更好地调整和优化模型。此外,由于建筑物损坏缺陷识别不仅涉及图像识别技术,还与结构工程学紧密相关,因此,跨学科的知识整合对于提高系统的实用性和可靠性也是必不可少的。 这个针对建筑物损坏缺陷设计的YOLO数据集,为开发高效、准确的智能检测系统提供了宝贵的资源。通过大量真实和增强图像的训练,以及对模型的精心调优,这些系统未来有望在建筑安全监测中发挥重要作用,成为保障建筑物安全不可或缺的一部分。

文件下载

资源详情

[{"title":"( 2000 个子文件 912.1MB ) 建筑物损坏缺陷识别检测数据集 yolo数据集 共2400张 已增强","children":[{"title":"CCC_021_jpg.rf.48dc4d0cbbc444dbe746f1eed757f95f.xml <span style='color:#111;'> 105.37KB </span>","children":null,"spread":false},{"title":"CCC_059_jpg.rf.dd78aa004e11ccb201ec08e1e983c943.xml <span style='color:#111;'> 87.36KB </span>","children":null,"spread":false},{"title":"CSDcol_266_jpg.rf.78e7773ac32f56e63db41f18589149a3.xml <span style='color:#111;'> 84.95KB </span>","children":null,"spread":false},{"title":"CRE_011_jpg.rf.f86883e84e0f0471e804c5836fd80288.xml <span style='color:#111;'> 81.54KB </span>","children":null,"spread":false},{"title":"CSDcol_265_jpg.rf.580391b6c3a748736a3cb384f3bf45af.xml <span style='color:#111;'> 76.34KB </span>","children":null,"spread":false},{"title":"1692177626132_jpg.rf.9af8700a01a3dc8474fa809954cdebea.xml <span style='color:#111;'> 74.09KB </span>","children":null,"spread":false},{"title":"CSDcol_282_jpg.rf.52e066fa94658b447e75da81054de9ce.xml <span style='color:#111;'> 71.41KB </span>","children":null,"spread":false},{"title":"CSDcol_136_jpg.rf.d72d52bdeae52613c35927528720d584.xml <span style='color:#111;'> 64.18KB </span>","children":null,"spread":false},{"title":"CSDcol_143_jpg.rf.7ebd7608d99e5dd83ead69922496e17b.xml <span style='color:#111;'> 62.50KB </span>","children":null,"spread":false},{"title":"CSDcol_267_jpg.rf.843550e3e58397511fbd2510e775d6ad.xml <span style='color:#111;'> 62.22KB </span>","children":null,"spread":false},{"title":"flexural-craking-and-failure16_jpg.rf.9a7d2c75bedda2c4d5f9953dfaa4be03.xml <span style='color:#111;'> 61.14KB </span>","children":null,"spread":false},{"title":"CRE_044_jpg.rf.3b3514957fd156ae4fe251d9ee148364.xml <span style='color:#111;'> 60.50KB </span>","children":null,"spread":false},{"title":"CSDcol_351_jpg.rf.f802f58a21ea3324a76691e3bfbaf0be.xml <span style='color:#111;'> 57.75KB </span>","children":null,"spread":false},{"title":"CRE_053_jpg.rf.30af018ceb685d94d6c70310711ae46f.xml <span style='color:#111;'> 57.37KB </span>","children":null,"spread":false},{"title":"CDC_017_jpg.rf.1b7ad113b0b204c1459fe65e1ab41526.xml <span style='color:#111;'> 57.33KB </span>","children":null,"spread":false},{"title":"CSDcol_280_jpg.rf.d5dce5ad256cc3009bcb10bb8a299b43.xml <span style='color:#111;'> 56.02KB </span>","children":null,"spread":false},{"title":"CCC_031_jpg.rf.be47eb0a0d2ad83038dd1090a813ba48.xml <span style='color:#111;'> 55.32KB </span>","children":null,"spread":false},{"title":"CSD_094_jpg.rf.887fee315e0f0dda5fcf3c3fc31d3f5e.xml <span style='color:#111;'> 55.22KB </span>","children":null,"spread":false},{"title":"CSD_040_jpg.rf.fc861ebeeded63003ca43e18862c02ad.xml <span style='color:#111;'> 55.13KB </span>","children":null,"spread":false},{"title":"335_yang_jpg.rf.b4613134fdba8d441d19dc190716811a.xml <span style='color:#111;'> 54.33KB </span>","children":null,"spread":false},{"title":"CSDcol_128_jpg.rf.5207f5f6afd5c92bb0d1378f52d45bb4.xml <span style='color:#111;'> 53.72KB </span>","children":null,"spread":false},{"title":"CSDcol_268_jpg.rf.26eaadc92a3713dc9734ac60a36cdf2c.xml <span style='color:#111;'> 53.66KB </span>","children":null,"spread":false},{"title":"1692177627561_jpg.rf.6bad4e87b43891e8b48e34a2ea743f6d.xml <span style='color:#111;'> 53.53KB </span>","children":null,"spread":false},{"title":"CSD_089_jpg.rf.e3777de03e7b5b4187153deee03c652c.xml <span style='color:#111;'> 53.44KB </span>","children":null,"spread":false},{"title":"CSDcol_106_jpg.rf.8a0a434caadd3170ee38d20435829d7d.xml <span style='color:#111;'> 53.19KB </span>","children":null,"spread":false},{"title":"137-37-_jpg.rf.06bcca6ecc1fca6f90aceb0110c3e346.xml <span style='color:#111;'> 53.02KB </span>","children":null,"spread":false},{"title":"CCC_039_jpg.rf.ba30b9a1cf2a1e816ddc46b93c01effb.xml <span style='color:#111;'> 52.89KB </span>","children":null,"spread":false},{"title":"CSDcol_264_jpg.rf.a1f093382d33b9776c7824a0a1c334bf.xml <span style='color:#111;'> 52.23KB </span>","children":null,"spread":false},{"title":"371_yang_jpg.rf.e7c68c35cbd8148f57fd2afb0a1d2f8d.xml <span style='color:#111;'> 51.68KB </span>","children":null,"spread":false},{"title":"CMDv_021_jpg.rf.2cd47b86e14d1e505a703e311a31bf53.xml <span style='color:#111;'> 51.60KB </span>","children":null,"spread":false},{"title":"CSD_301_jpg.rf.02cb1a255127be17fe0f4805b2f35684.xml <span style='color:#111;'> 51.41KB </span>","children":null,"spread":false},{"title":"759_yang_jpg.rf.428bb5cfc0d270e6c7323e3ecd02b5c4.xml <span style='color:#111;'> 50.04KB </span>","children":null,"spread":false},{"title":"757_yang_jpg.rf.17ecf10fce902ef91c8f39bfa91329a4.xml <span style='color:#111;'> 49.83KB </span>","children":null,"spread":false},{"title":"CRE_054_jpg.rf.9c9ce24e30e34fb3e522bfabe5024aab.xml <span style='color:#111;'> 49.64KB </span>","children":null,"spread":false},{"title":"CCC_042_jpg.rf.2cef66ec04cc13261b5d8706bf939694.xml <span style='color:#111;'> 49.42KB </span>","children":null,"spread":false},{"title":"CSDcol_134_jpg.rf.63b5ae031b5a2a72bf3feb1a640c2bd0.xml <span style='color:#111;'> 49.41KB </span>","children":null,"spread":false},{"title":"380_yang_jpg.rf.55a7e5ebd88d7c6ffd270fbb5e77ce51.xml <span style='color:#111;'> 48.88KB </span>","children":null,"spread":false},{"title":"CLDcol_053_jpg.rf.5c1a50443fa567566cf8e58ed142e553.xml <span style='color:#111;'> 47.82KB </span>","children":null,"spread":false},{"title":"CSDcol_269_jpg.rf.fba73f70263e7f483d1312bfe8ffb9dc.xml <span style='color:#111;'> 47.63KB </span>","children":null,"spread":false},{"title":"CSDcol_138_jpg.rf.97aa3f2b7d4a7ebfd5141028175b7792.xml <span style='color:#111;'> 46.88KB </span>","children":null,"spread":false},{"title":"CRE_047_jpg.rf.f7707105fcf10fec32b127ae6c0fc057.xml <span style='color:#111;'> 46.63KB </span>","children":null,"spread":false},{"title":"CCC_051_jpg.rf.f1e4e92bf6ae95c38c1b706a13594aad.xml <span style='color:#111;'> 46.30KB </span>","children":null,"spread":false},{"title":"373_yang_jpg.rf.a03893e6bcee2945be04523fab33ae27.xml <span style='color:#111;'> 45.62KB </span>","children":null,"spread":false},{"title":"CSD_053_jpg.rf.8205126b938c5c58051f49fce5f03316.xml <span style='color:#111;'> 44.37KB </span>","children":null,"spread":false},{"title":"CRE_040_jpg.rf.5577644def77a025eb7daa49c83a953e.xml <span style='color:#111;'> 44.00KB </span>","children":null,"spread":false},{"title":"137-26-_jpg.rf.14c0a45f9ac89cc68589844c4a670dbe.xml <span style='color:#111;'> 42.68KB </span>","children":null,"spread":false},{"title":"CMDdh_083_jpg.rf.f9a631952c699824e50b6d2e4037fb9d.xml <span style='color:#111;'> 42.46KB </span>","children":null,"spread":false},{"title":"289_yang_jpg.rf.084a78b8b304543ecf69e127c4418286.xml <span style='color:#111;'> 42.00KB </span>","children":null,"spread":false},{"title":"137-23-_jpg.rf.e344281ddc3bfb6528c77dc68d47ca55.xml <span style='color:#111;'> 41.37KB </span>","children":null,"spread":false},{"title":"137-22-_jpg.rf.a10d422fb59fc036525e45aef9bb54bb.xml <span style='color:#111;'> 41.27KB </span>","children":null,"spread":false},{"title":"CCC_035_jpg.rf.ca12d6967cbcb558d4eb1540da4b85ba.xml <span style='color:#111;'> 40.60KB </span>","children":null,"spread":false},{"title":"CCC_030_jpg.rf.de0e02c807f74a9a569ba530704f8b00.xml <span style='color:#111;'> 40.53KB </span>","children":null,"spread":false},{"title":"CMDdh_022_jpg.rf.777c6f65580384bcf0b2a0629e6836f5.xml <span style='color:#111;'> 40.50KB </span>","children":null,"spread":false},{"title":"846_yang_jpg.rf.02818aed8030a3345b53501bd4a05978.xml <span style='color:#111;'> 40.47KB </span>","children":null,"spread":false},{"title":"CMDs_005_jpg.rf.118a689d4e285e42b39b9cc5bb52dbde.xml <span style='color:#111;'> 40.32KB </span>","children":null,"spread":false},{"title":"CSD_067_jpg.rf.84ab7011a7ab24ac41d5c0369f2387ef.xml <span style='color:#111;'> 40.21KB </span>","children":null,"spread":false},{"title":"CRE_038_jpg.rf.7809bf66ea20a84eab4cdb12fc4a6d16.xml <span style='color:#111;'> 40.14KB </span>","children":null,"spread":false},{"title":"CSDcol_132_jpg.rf.3d823df696a91870b4a420a1ea3a2ba5.xml <span style='color:#111;'> 40.14KB </span>","children":null,"spread":false},{"title":"587_yang_jpg.rf.1e9c3332e7224f25eaf529fea541b88a.xml <span style='color:#111;'> 39.76KB </span>","children":null,"spread":false},{"title":"CSD_079_jpg.rf.5f19cc0183116bbb158003e5abdabf6e.xml <span style='color:#111;'> 39.59KB </span>","children":null,"spread":false},{"title":"CRE_036_jpg.rf.8edb94d9a9ae6895667e6957b7d452c6.xml <span style='color:#111;'> 39.45KB </span>","children":null,"spread":false},{"title":"CSDcol_276_jpg.rf.8b8ef0286ed53ef42e60c6b04fc14c4c.xml <span style='color:#111;'> 39.22KB </span>","children":null,"spread":false},{"title":"CRE_043_jpg.rf.0a39ee3f9f0c0b3195174fc919ece517.xml <span style='color:#111;'> 38.89KB </span>","children":null,"spread":false},{"title":"379_yang_jpg.rf.1836fcbb22e6fe076098f8b93a8ea7ed.xml <span style='color:#111;'> 38.34KB </span>","children":null,"spread":false},{"title":"845_yang_jpg.rf.75e4d5a52c24d1e88be966bb4a51338f.xml <span style='color:#111;'> 38.27KB </span>","children":null,"spread":false},{"title":"CSDcol_254_jpg.rf.12f9dcc8a2599bbd925a383288ba43cc.xml <span style='color:#111;'> 37.97KB </span>","children":null,"spread":false},{"title":"CRE_048_jpg.rf.11fcebb88ec28a2ca923b20266f13a11.xml <span style='color:#111;'> 37.92KB </span>","children":null,"spread":false},{"title":"CSDcol_127_jpg.rf.da681801e8ffc44c7c8971a86b50d789.xml <span style='color:#111;'> 37.83KB </span>","children":null,"spread":false},{"title":"1692177626453_jpg.rf.abe676017fdda3fa105b56f049be804f.xml <span style='color:#111;'> 37.82KB </span>","children":null,"spread":false},{"title":"CSD_023_jpg.rf.dd701238f10d0115a4b60b5369f16c6d.xml <span style='color:#111;'> 37.59KB </span>","children":null,"spread":false},{"title":"372_yang_jpg.rf.3a14688e49b12ca05b15b09150790b7a.xml <span style='color:#111;'> 37.47KB </span>","children":null,"spread":false},{"title":"CSC_038_jpg.rf.c730692b8426db47342f98ad9b0b6fde.xml <span style='color:#111;'> 37.24KB </span>","children":null,"spread":false},{"title":"1692177627355_jpg.rf.7bac6b256a7ed34fc8627ac4dc223bcd.xml <span style='color:#111;'> 37.23KB </span>","children":null,"spread":false},{"title":"CRE_042_jpg.rf.0dff40a5afe26081405bb23542bcf5ee.xml <span style='color:#111;'> 37.03KB </span>","children":null,"spread":false},{"title":"cracking0102231_jpg.rf.0cc9b38c730c12d8354ef03cfcb101e3.xml <span style='color:#111;'> 36.76KB </span>","children":null,"spread":false},{"title":"1692177626417_jpg.rf.414149e9e39ce643ae42571cfd5aa20e.xml <span style='color:#111;'> 36.67KB </span>","children":null,"spread":false},{"title":"CSDcol_278_jpg.rf.5195867b9ed235c05f27a20a9c11a9bc.xml <span style='color:#111;'> 36.29KB </span>","children":null,"spread":false},{"title":"137-15-_jpg.rf.deb23f506b4e48e559deac2556208501.xml <span style='color:#111;'> 36.08KB </span>","children":null,"spread":false},{"title":"629_yang_jpg.rf.98cec6216eb059faad89662182212d7e.xml <span style='color:#111;'> 36.05KB </span>","children":null,"spread":false},{"title":"137-17-_jpg.rf.47cff23c804693add83476e8af7a006e.xml <span style='color:#111;'> 35.93KB </span>","children":null,"spread":false},{"title":"CMDs_003_jpg.rf.1690a39f299662ed7409b62682aac596.xml <span style='color:#111;'> 35.81KB </span>","children":null,"spread":false},{"title":"CCC_010_jpg.rf.2be9eb2e05d806843cc7dfe4b61468cb.xml <span style='color:#111;'> 35.52KB </span>","children":null,"spread":false},{"title":"433_yang_jpg.rf.b1ed26a7e2af66af62a3489d229bb635.xml <span style='color:#111;'> 35.38KB </span>","children":null,"spread":false},{"title":"CSDcol_139_jpg.rf.0051dae54cef3f57404f22b7724dff04.xml <span style='color:#111;'> 35.34KB </span>","children":null,"spread":false},{"title":"cracking0102112_jpg.rf.b6ffd531469ee54737bd90835ad88abf.xml <span style='color:#111;'> 35.23KB </span>","children":null,"spread":false},{"title":"NZ007_Damage_2_jpg.rf.100f8d02d2b7c46b2d0e474c68fbf370.xml <span style='color:#111;'> 35.00KB </span>","children":null,"spread":false},{"title":"CCC_036_jpg.rf.fed9df976d7777b22fd4e244e3da5133.xml <span style='color:#111;'> 34.58KB </span>","children":null,"spread":false},{"title":"370_yang_jpg.rf.7d0b860c196f37bd7b2870a1a9b28d73.xml <span style='color:#111;'> 34.57KB </span>","children":null,"spread":false},{"title":"CSD_020_jpg.rf.5d675960c62adc4f8aefa920c7d3427f.xml <span style='color:#111;'> 34.08KB </span>","children":null,"spread":false},{"title":"1692177627901_jpg.rf.305c3bb3fef2329f8e7ded0de1b6f899.xml <span style='color:#111;'> 33.86KB </span>","children":null,"spread":false},{"title":"1692177626488_jpg.rf.69a47115f50f21bffe9d6cf279a4e0b1.xml <span style='color:#111;'> 33.85KB </span>","children":null,"spread":false},{"title":"1692177626488_jpg.rf.dcb5e77ebf0643cede6ff9dacba51840.xml <span style='color:#111;'> 33.64KB </span>","children":null,"spread":false},{"title":"091_yang_jpg.rf.582d63491325e23118d354f8e5ca62a0.xml <span style='color:#111;'> 33.59KB </span>","children":null,"spread":false},{"title":"1692177626453_jpg.rf.fb680cac5120e3c700f7752650603229.xml <span style='color:#111;'> 33.54KB </span>","children":null,"spread":false},{"title":"1692177627597_jpg.rf.340024ae89310f978da068c2012ddaed.xml <span style='color:#111;'> 33.37KB </span>","children":null,"spread":false},{"title":"1692177626922_jpg.rf.91128f1ffdefc12fceabe6488bb78922.xml <span style='color:#111;'> 33.24KB </span>","children":null,"spread":false},{"title":"05_jpeg.rf.1f4b39d2f825de04d474dbbc101b4f1e.xml <span style='color:#111;'> 32.99KB </span>","children":null,"spread":false},{"title":"CSDcol_263_jpg.rf.40a7b29365dbda4c0eb14e01db0755d4.xml <span style='color:#111;'> 32.66KB </span>","children":null,"spread":false},{"title":"402_yang_jpg.rf.12f20be90989956c8cf6186ec9278994.xml <span style='color:#111;'> 32.48KB </span>","children":null,"spread":false},{"title":"CCC_009_jpg.rf.b50f267b43900914b12304dd7f6f9f46.xml <span style='color:#111;'> 32.22KB </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