ML Research Wiki / Benchmarks / Zero-Shot Learning / SUN Attribute

SUN Attribute

Zero-Shot Learning Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: average top-1 classification accuracy

Top Performing Models

Rank Model Paper average top-1 classification accuracy Date Code
1 ZeroDiff Exploring Data Efficiency in Zero-Shot Learning with Diffusion Models 77.30 2024-06-05 -
2 SPOT (VAEGAN) Synthetic Sample Selection for Generalized Zero-Shot Learning 66.04 2023-04-06 -
3 ZSL_TF-VAEGAN Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification 66.00 2020-03-17 📦 akshitac8/tfvaegan
4 f-VAEGAN f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning 64.70 2019-03-25 -
5 DUET (Ours) DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning 64.40 2022-07-04 📦 zjukg/structure-clip 📦 zjukg/DUET
6 LisGAN Leveraging the Invariant Side of Generative Zero-Shot Learning 61.70 2019-04-08 📦 lijin118/LisGAN
7 TCN Transferable Contrastive Network for Generalized Zero-Shot Learning 61.50 2019-08-16 -
8 f-CLSWGAN Feature Generating Networks for Zero-Shot Learning 60.80 2017-12-04 📦 akku1506/Feature-Generating-Networks-for-ZSL 📦 Abhipanda4/Feature-Generating-Networks 📦 mkara44/f-clswgan_pytorch 📦 CristianoPatricio/zsl-methods
9 Cycle-WGAN Multi-modal Cycle-consistent Generalized Zero-Shot Learning 59.90 2018-08-01 📦 rfelixmg/frwgan-eccv18

All Papers (9)

akshitac8/tfvaegan
zjukg/structure-clip zjukg/DUET
lijin118/LisGAN
akku1506/Feature-Generating-Networks-for-ZSL Abhipanda4/Feature-Generating-Networks
rfelixmg/frwgan-eccv18