VLCS

archive 2025-07-28

VLCS is a dataset to test for domain generalization.

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)	Paper	Code
Domain Generalization	VLCS	CAR-FT (CLIP, ViT-B/16) Average Accuracy 85.5	Context-Aware Robust Fine-Tuning	—	37	Compare

Papers archive 2025-07-28

23 shown of 23 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 33. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
Soft Prompt Generation for Domain Generalization	1	2	30 Apr 2024	ran 6 of 9 samples (3 unverified)
Rethinking Multi-domain Generalization with A General Learning Objective	2	4	29 Feb 2024	not harvested
Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters	1	1	17 Oct 2023	not harvested
Towards Unified and Effective Domain Generalization	1	1	16 Oct 2023	not harvested
Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification	1	1	12 Oct 2023	ran 12 of 15 samples (3 unverified)
PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization	1	3	27 Jul 2023	ran 0 of 1 samples (1 unverified)
POEM: Polarization of Embeddings for Domain-Invariant Representations	1	1	22 May 2023	ran 9 of 12 samples (3 unverified)
SIMPLE: Specialized Model-Sample Matching for Domain Generalization	1	2	1 May 2023	not harvested
VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution	1	1	4 Apr 2023	not harvested
Domain-aware Triplet loss in Domain Generalization	1	2	1 Mar 2023	ran 7 of 12 samples (5 unverified)
Context-Aware Robust Fine-Tuning	0	1	29 Nov 2022	not harvested
Sparse Mixture-of-Experts are Domain Generalizable Learners	2	1	8 Jun 2022	ran 7 of 14 samples (7 unverified; 14 pointer-only for licence)
CADG: A Model Based on Cross Attention for Domain Generalization	0	1	31 Mar 2022	not harvested
Domain Generalization by Mutual-Information Regularization with Pre-trained Models	1	2	21 Mar 2022	ran 11 of 13 samples (2 unverified)
Domain Generalization using Pretrained Models without Fine-tuning	0	2	9 Mar 2022	not harvested
Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization	1	1	17 Dec 2021	not harvested
Adaptive Methods for Aggregated Domain Generalization	1	2	9 Dec 2021	not harvested
Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization	1	3	21 Oct 2021	ran 2 of 2 samples (0 unverified; 2 pointer-only for licence)
Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization	2	1	7 Sep 2021	ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Deep Stable Learning for Out-Of-Distribution Generalization	2	1	16 Apr 2021	ran 0 of 8 samples (8 unverified)
SWAD: Domain Generalization by Seeking Flat Minima	4	1	17 Feb 2021	ran 2 of 3 samples (1 unverified)
Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation	3	2	1 Nov 2020	not harvested
Self-Challenging Improves Cross-Domain Generalization	8	1	5 Jul 2020	ran 3 of 7 samples (4 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Domain Generalization

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

No variants listed.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections