INRIA Holidays

The Holidays dataset is a set of images which mainly contains some of our personal holidays photos. The remaining ones were taken on purpose to test the robustness to various attacks: rotations, viewpoint and illumination changes, blurring, etc. The dataset includes a very large variety of scene types (natural, man-made, water and fire effects, etc) and images are in high resolution. The dataset contains 500 image groups, each of which represents a distinct scene or object. The first image of each group is the query image and the correct retrieval results are the other images of the group. The dataset can be downloaded from this page, see details below. The material given includes: In our paper, we also used some sets of distractor images downloaded from Flickr. Their features are provided below. Dataset size: 1491 images in total: 500 queries and 991 corresponding relevant images Number of queries: 500 (one per group) Number of descriptors produced: 4455091 SIFT descriptors of dimensionality 128

假日数据集（Holidays dataset）是一组图像集合，主体涵盖我们的部分私人假日摄影作品，剩余图像均为专门拍摄，用于测试模型对各类攻击的鲁棒性，涵盖旋转、视角与光照变化、模糊等攻击场景。该数据集包含极其丰富的场景类型，包括自然场景、人工场景、水景与火效场景等，且所有图像均为高分辨率格式。数据集共包含500个图像组，每组对应一个独立的场景或物体。每组的首张图像为查询图像，该组内的其余图像即为对应的正确检索结果。本数据集可通过本页面下载，详细信息如下。本次提供的素材包括：我们在本研究论文中使用的、从Flickr网站下载的若干干扰图像集，其特征信息已在下方给出。数据集总规模：共计1491张图像，其中包含500张查询图像与991张对应的相关图像。查询图像数量：500张（每组1张）。生成的描述子总数：4455091个128维的SIFT（Scale-Invariant Feature Transform）描述子。

搜集汇总

背景与挑战

背景概述

INRIA Holidays数据集是一个专为图像检索任务设计的图像集合，包含500个图像组，每组代表一个不同场景或对象，其中第一张图像作为查询，其余为相关图像。该数据集总共有1491张高分辨率图像，涵盖自然、人造等多种场景类型，并特别设计用于测试图像检索算法在旋转、视角变化、光照变化和模糊等攻击下的鲁棒性。