ImageCLEF-DA

Dataset Information
Modalities
Images
Introduced
2017
License
Unknown
Homepage

Overview

The ImageCLEF-DA dataset is a benchmark dataset for ImageCLEF 2014 domain adaptation challenge, which contains three domains: Caltech-256 (C), ImageNet ILSVRC 2012 (I) and Pascal VOC 2012 (P). For each domain, there are 12 categories and 50 images in each category.

Source: Domain-Symmetric Networks for Adversarial Domain Adaptation
Image Source: https://www.imageclef.org/2014/adaptation

Variants: ImageCLEF-DA

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Domain Adaptation CMKD Unsupervised Domain Adaption Harnessing Vision-Language … 2024-04-19
Domain Adaptation MCC+NWD Reusing the Task-specific Classifier as … 2022-04-08
Domain Adaptation GLOT-DR Global-Local Regularization Via Distributional Robustness 2022-03-01
Domain Adaptation DFA-SAFN Discriminative Feature Alignment: Improving Transferability … 2020-06-23
Domain Adaptation DFA-ENT Discriminative Feature Alignment: Improving Transferability … 2020-06-23
Domain Adaptation MEDM Entropy Minimization vs. Diversity Maximization … 2020-02-05
Domain Adaptation DADA Dual Adversarial Domain Adaptation 2020-01-01
Domain Adaptation CAADA Correlation-aware Adversarial Domain Adaptation and … 2019-11-29
Domain Adaptation SPL Unsupervised Domain Adaptation via Structured … 2019-11-18
Domain Adaptation DDA Transfer Learning with Dynamic Distribution … 2019-09-17
Domain Adaptation CADA-P Attending to Discriminative Certainty for … 2019-06-08
Domain Adaptation EasyTL Easy Transfer Learning By Exploiting … 2019-04-02
Domain Adaptation IDDA (Alexnet) Looking back at Labels: A … 2019-04-02
Domain Adaptation rRevGrad+CAT Cluster Alignment with a Teacher … 2019-03-24
Domain Adaptation IAFN+ENT Larger Norm More Transferable: An … 2018-11-19
Domain Adaptation DAN Learning Transferable Features with Deep … 2015-02-10

Research Papers

Recent papers with results on this dataset: