HRSID

该数据集名为HRSID，既适用于图像级别的异常检测，也适用于像素级别的异常检测。它包含了不同尺寸的船舶图像。数据集已经预定义了训练和测试数据的分区，但由于类别不平衡，它也带来了一定的挑战。图像中包含小的异常和大部分背景信息。该数据集的任务包括图像级别和像素级别的异常检测。

This dataset, named HRSID, is applicable to both image-level and pixel-level anomaly detection. It contains ship images of various sizes. The dataset has predefined training and test data splits, but it also poses certain challenges due to class imbalance. The images include small anomalous regions and most of the background information. The tasks of this dataset include both image-level and pixel-level anomaly detection.

搜集汇总

背景与挑战

背景概述

HRSID是一个用于合成孔径雷达（SAR）图像异常检测的基准测试套件，基于PyTorch Lightning和Anomalib模型，具有模块化设计和多种预处理功能。