Datasets › aPY
aPY (Attribute Pascal and Yahoo)
aPY is a coarse-grained dataset composed of 15339 images from 3 broad categories (animals, objects and vehicles), further divided into a total of 32 subcategories (aeroplane, …, zebra).
Source: From Classical to Generalized Zero-Shot Learning: a Simple Adaptation Process Image Source: https://www.cs.cmu.edu/~afarhadi/papers/Attributes.pdf
Benchmarks archive 2025-07-28
All 5 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 | ||||
|---|---|---|---|---|---|---|
| Concept-based Classification | aPY | CGEM (ResNet-34) Task Accuracy (%) 43.75 | Concept Graph Embedding Models for Enhanced Accuracy and... | jumpsnack/cgem | 1 | Compare |
| Few-Shot Image Classification | aPY - 0-Shot | TAFE-Net Accuracy 42.2 | TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning | ucbdrive/tafe-net | 1 | Compare |
| Generalized Zero-Shot Learning | aPY | WGAN+ZLAP H 46 | Zero-Shot Logit Adjustment | cdb342/ijcai-2022-zla | 1 | Compare |
| Generalized Zero-Shot Learning | aPY - 0-Shot | ZSL-KG Harmonic mean 61.57 | Zero-Shot Learning with Common Sense Knowledge Graphs | BatsResearch/zsl-kg +2 | 1 | Compare |
| Zero-Shot Learning | aPY - 0-Shot | ZSL-KG Top-1 60.54 | Zero-Shot Learning with Common Sense Knowledge Graphs | BatsResearch/zsl-kg +2 | 1 | Compare |
Papers archive 2025-07-28
4 shown of 4 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 147. 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 | |||
|---|---|---|---|---|
| Concept Graph Embedding Models for Enhanced Accuracy and Interpretability | 1 | 1 | 13 Aug 2024 | not harvested |
| Zero-Shot Logit Adjustment | 1 | 1 | 25 Apr 2022 | not harvested |
| Zero-Shot Learning with Common Sense Knowledge Graphs | 3 | 2 | 18 Jun 2020 | not harvested |
| TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning | 1 | 1 | 11 Apr 2019 | ran 1 of 3 samples (2 unverified) |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- aPY - 0-Shot
- aPY
2 variant names, as the archive lists them.
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