梭织布瑕疵检测

识别自动验布机下经过的针织布料表面缺陷
精度对应场景或者限制条件
1）场景限定：只支持针织布料。
2）图片分辨率：8192*1000。
3）设备/镜头：需使用指定品牌的先扫面相机，至少需要8k分辨率。
4) 视野大小：单个8k相机视野建议为500mm幅宽。
5）检测的种类：密路、并纬、节丝、脏污、擦伤、打折、短纬、断经、纬纱档、油污、机械档、油经、破洞。
6）最高运行速度60米每分钟（一台主机俩8k相机）。
7）布匹最大宽幅2米。

This dataset is developed for detecting surface defects on knitted fabrics passing through an automatic fabric inspection machine, with the following scene constraints and accuracy-related prerequisites:
1. Scene Limitation: Only applicable to knitted fabrics.
2. Image Resolution: 8192 × 1000.
3. Equipment and Lens Requirement: Specified-brand scanning cameras are required, with a minimum resolution of 8K.
4. Field of View (FOV): The recommended fabric width for the FOV of a single 8K camera is 500 mm.
5. Detectable Defect Types: dense course, weft bundling defect, slub yarn defect, contamination, abrasion mark, crease mark, short weft yarn, warp break, weft stripe defect, oil stain, machine-induced stripe defect, oil-contaminated warp yarn, and fabric hole.
6. Maximum Operating Speed: 60 meters per minute (for one main unit equipped with two 8K cameras).
7. Maximum Fabric Width: 2 meters.

搜集汇总

背景与挑战

背景概述

该数据集专注于梭织布瑕疵检测，支持识别多种布料缺陷如密路、并纬、节丝等，要求使用特定品牌的高分辨率相机，适用于最大宽幅2米的布匹检测。