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SUN Attribute

Introduced in The SUN Attribute Database: Beyond Categories for Deeper Scene Understanding1 Jan 2014 archive 2025-07-28

The SUN Attribute dataset consists of 14,340 images from 717 scene categories, and each category is annotated with a taxonomy of 102 discriminate attributes. The dataset can be used for high-level scene understanding and fine-grained scene recognition.

Source: Zero-Shot Learning with Multi-Battery Factor Analysis Image Source: https://cs.brown.edu/~gmpatter/sunattributes.html

Homepage Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 2 leaderboards 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
Generalized Zero-Shot Learning	SUN Attribute	ZeroDiff Harmonic mean 59.8	Exploring Data Efficiency in Zero-Shot Learning with...	—	9	Compare
Zero-Shot Learning	SUN Attribute	ZeroDiff average top-1 classification accuracy 77.3	Exploring Data Efficiency in Zero-Shot Learning with...	—	9	Compare

Papers archive 2025-07-28

10 shown of 10 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 38. 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
Exploring Data Efficiency in Zero-Shot Learning with Diffusion Models	0	2	5 Jun 2024	not harvested
Synthetic Sample Selection for Generalized Zero-Shot Learning	0	2	6 Apr 2023	not harvested
DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning	2	1	4 Jul 2022	not harvested
Zero-Shot Logit Adjustment	1	1	25 Apr 2022	not harvested
Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification	1	2	17 Mar 2020	ran 1 of 4 samples (3 unverified)
Transferable Contrastive Network for Generalized Zero-Shot Learning	0	2	16 Aug 2019	not harvested
Leveraging the Invariant Side of Generative Zero-Shot Learning	1	2	8 Apr 2019	ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning	0	2	25 Mar 2019	not harvested
Multi-modal Cycle-consistent Generalized Zero-Shot Learning	1	2	1 Aug 2018	not harvested
Feature Generating Networks for Zero-Shot Learning	4	2	4 Dec 2017	not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Image Classification Zero-Shot Learning Object Recognition Generalized Zero-Shot Learning

License archive 2025-07-28

Custom (research-only, non-commercial)

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

SUN Attribute

1 variant name, as the archive lists them.

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