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Browse State-of-the-Art › Transductive Zero-Shot Classification

Transductive Zero-Shot Classification

3 papers with code · 23 benchmarks · 18 datasets archive 2025-07-28

Computer VisionMethodology

Zero-shot classification in the transductive setup where all test images are jointly available.

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

23 leaderboard tables shown for this task, 23 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted. 10 shown of 23 until expanded.

DatasetBest model (first row in archive order)PaperCodeSyntologyCompare
EuroSAT (2 rows) RS-TransCLIP Enhancing Remote Sensing Vision-Language Models for Zero-Shot... code — Compare
ImageNet (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
RSC11 (1 row) RS-TransCLIP Enhancing Remote Sensing Vision-Language Models for Zero-Shot... code — Compare
MLRSNet (1 row) RS-TransCLIP Enhancing Remote Sensing Vision-Language Models for Zero-Shot... code — Compare
OPTIMAL31 (1 row) RS-TransCLIP Enhancing Remote Sensing Vision-Language Models for Zero-Shot... code — Compare
PatternNet (1 row) RS-TransCLIP Enhancing Remote Sensing Vision-Language Models for Zero-Shot... code — Compare
RESISC45 (1 row) RS-TransCLIP Enhancing Remote Sensing Vision-Language Models for Zero-Shot... code — Compare
RSICB128 (1 row) RS-TransCLIP Enhancing Remote Sensing Vision-Language Models for Zero-Shot... code — Compare
RSICB256 (1 row) RS-TransCLIP Enhancing Remote Sensing Vision-Language Models for Zero-Shot... code — Compare
WHURS19 (1 row) RS-TransCLIP Enhancing Remote Sensing Vision-Language Models for Zero-Shot... code — Compare
Flowers-102 (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
Oxford-IIIT Pets (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
SUN397 (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
Stanford Cars (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
Caltech-101 (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
CIFAR-10 (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
CIFAR-100 (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
UCF101 (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
AID (1 row) RS-TransCLIP Enhancing Remote Sensing Vision-Language Models for Zero-Shot... code — Compare
CUB-200-2011 (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
DTD (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
FGVC-Aircraft (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare
Food-101 (1 row) ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models code Syntology ran 1 of 2 samples · 1 unverified Compare

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

18 datasets whose archive record lists this task, ordered by the archive's paper count.

CIFAR-10ImageNetCIFAR-100CUB-200-2011UCF101Oxford 102 FlowerDTDFood-101Stanford CarsCaltech-101EuroSATFGVC-AircraftRESISC45Oxford-IIIT PetsSUN397AIDMLRSNetPatternNet

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Zero-Shot Learning

Most implemented papers archive 2025-07-28

3 shown of 3 papers with code (3 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.

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