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ImageCLEF-DA

Introduced by Mingsheng Long et al. in Deep Transfer Learning with Joint Adaptation Networks1 Jan 2017 archive 2025-07-28

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

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Domain Adaptation ImageCLEF-DA CMKD Accuracy 94.3 Unsupervised Domain Adaption Harnessing Vision-Language... Wenlve-Zhou/VLP-UDA 17 Compare

Papers archive 2025-07-28

16 shown of 16 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 96. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Unsupervised Domain Adaption Harnessing Vision-Language Pre-training 1 1 19 Apr 2024 not harvested
Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation 1 1 8 Apr 2022 ran 2 of 2 samples (0 unverified; 2 pointer-only for licence)
Global-Local Regularization Via Distributional Robustness 1 1 1 Mar 2022 not harvested
Bridging Adversarial and Statistical Domain Transfer via Spectral Adaptation Networks 1 1 25 Feb 2021 not harvested
Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment 1 2 23 Jun 2020 ran 0 of 1 samples (1 unverified)
Entropy Minimization vs. Diversity Maximization for Domain Adaptation 1 1 5 Feb 2020 ran 1 of 3 samples (2 unverified; 3 pointer-only for licence)
Dual Adversarial Domain Adaptation 1 1 1 Jan 2020 not harvested
Correlation-aware Adversarial Domain Adaptation and Generalization 0 1 29 Nov 2019 not harvested
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling 1 1 18 Nov 2019 not harvested
Transfer Learning with Dynamic Distribution Adaptation 1 1 17 Sep 2019 not harvested
Attending to Discriminative Certainty for Domain Adaptation 1 1 8 Jun 2019 not harvested
Looking back at Labels: A Class based Domain Adaptation Technique 1 1 2 Apr 2019 not harvested
Easy Transfer Learning By Exploiting Intra-domain Structures 1 1 2 Apr 2019 not harvested
Cluster Alignment with a Teacher for Unsupervised Domain Adaptation 1 1 24 Mar 2019 ran 0 of 1 samples (1 unverified)
Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation 3 1 19 Nov 2018 not harvested
Learning Transferable Features with Deep Adaptation Networks 5 1 10 Feb 2015 ran 2 of 2 samples (0 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Domain AdaptationMulti-Source Unsupervised Domain AdaptationScene Graph DetectionPredicate ClassificationScene Graph Classification

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • ImageCLEF-DA

1 variant name, as the archive lists them.

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