Office-10

The 'Office-10' dataset is a benchmark that contains images from ten different categories across three distinct domains (Amazon, Webcam, and DSLR) and is used to evaluate domain adaptation and transfer learning methods in the context of heterogeneous feature distributions.

Papers using Office-10 (4)

Mitigating Domain Shift in Federated Learning via Intra- and Inter-Domain Prototypes2025 · 1 citesRobust Federated Learning on Edge Devices with Domain Heterogeneity2025Taming Cross-Domain Representation Variance in Federated Prototype Learning with Heterogeneous Data Domains2024 · 2 citesAn Enhanced Federated Prototype Learning Method under Domain Shift2024 · 1 cites