ML Research Wiki / Benchmarks / Zero-Shot Learning / CUB-200-2011

CUB-200-2011

Zero-Shot Learning Benchmark

Performance Over Time

📊 Showing 14 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 87.50 2024-06-05 -
2 Composer Compositional Fine-Grained Low-Shot Learning 69.40 2021-05-21 -
3 DUET DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning 67.50 2022-07-04 📦 zjukg/structure-clip 📦 zjukg/DUET
4 HDC-ZSC-MLP Zero-shot Classification using Hyperdimensional Computing 65.60 2024-01-30 -
5 ZSL_TF-VAEGAN Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification 64.90 2020-03-17 📦 akshitac8/tfvaegan
6 ZLaP Label Propagation for Zero-shot Classification with Vision-Language Models 64.30 2024-04-05 📦 vladan-stojnic/zlap
7 ZLaP* Label Propagation for Zero-shot Classification with Vision-Language Models 64.20 2024-04-05 📦 vladan-stojnic/zlap
8 HDC-ZSC Zero-shot Classification using Hyperdimensional Computing 63.80 2024-01-30 -
9 SPOT Synthetic Sample Selection for Generalized Zero-Shot Learning 62.90 2023-04-06 -
10 f-VAEGAN-D2 f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning 61.00 2019-03-25 -

All Papers (14)

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