LocBench

LocBench contains 7 geo-aware image classification datasets and 4 geo-aware image regression datasets, aiming to systematically compare the location encoders' performance and their impact on the model's overall geographic bias.Geo-aware image classification datasets: BirdSnap, BirdSnap†, NABirds†, iNat2017, iNat2018, YFCC, and fMoW. Please note that BirdSnap and BirdSnap† are in the same file birdsnap.tar.gz. iNat2017 and iNat2018 are not stored here due to storage limitations but can be accessed via Dropbox.Geo-aware image regression datasets: MOSAIKS (Population Density, Forest Cover, Nightlight Luminosity, and Elevation), and SustainBench (Asset Index, Women BMI, Water Index, Child Mortality Rate, Sanitation Index, and Women Edu). The SustainBench datasets can be downloaded from Google Drive.All data products created through our work that are not covered under upstream licensing agreements are available via a CC BY-NC 4.0 license. All upstream data use restrictions take precedence over this license.<br>

LocBench包含7个地理感知图像分类数据集与4个地理感知图像回归数据集，旨在系统性对比位置编码器（location encoder）的性能，及其对模型整体地理偏差的影响。地理感知图像分类数据集：BirdSnap、BirdSnap†、NABirds†、iNat2017、iNat2018、YFCC 及 fMoW。请注意，BirdSnap 与 BirdSnap† 同属 birdsnap.tar.gz 文件。iNat2017 与 iNat2018 因存储限制未在此处提供，可通过 Dropbox 获取。地理感知图像回归数据集：MOSAIKS（包含人口密度、森林覆盖率、夜间灯光亮度与海拔），以及SustainBench（包含资产指数、女性身体质量指数、水体指数、儿童死亡率、卫生设施指数与女性受教育程度）。SustainBench 数据集可从 Google Drive 下载。本研究产出的所有未受上游授权协议约束的数据产品，均采用 CC BY-NC 4.0 协议发布。所有上游数据的使用限制优先级高于本协议。