Zero-Shot Learning on CUB-200-2011

Metric: average top-1 classification accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	average top-1 classification accuracy▼	Augmentations	Paper	Date↕	Code
1	ZeroDiff	87.5	No	Exploring Data Efficiency in Zero-Shot Learning ...	2024-06-05	-
2	DUET	72.3	No	DUET: Cross-modal Semantic Grounding for Contras...	2022-07-04	Code
3	Composer	69.4	No	Compositional Fine-Grained Low-Shot Learning	2021-05-21	-
4	HDC-ZSC-MLP	65.6	No	Zero-shot Classification using Hyperdimensional ...	2024-01-30	-
5	ZSL_TF-VAEGAN	64.9	No	Latent Embedding Feedback and Discriminative Fea...	2020-03-17	Code
6	HDC-ZSC	63.8	No	Zero-shot Classification using Hyperdimensional ...	2024-01-30	-
7	SPOT	62.9	No	Synthetic Sample Selection for Generalized Zero-...	2023-04-06	-
8	f-VAEGAN-D2	61	No	f-VAEGAN-D2: A Feature Generating Framework for ...	2019-03-25	-
9	TCN	59.5	No	Transferable Contrastive Network for Generalized...	2019-08-16	-
10	LisGAN	58.8	No	Leveraging the Invariant Side of Generative Zero...	2019-04-08	Code
11	Cycle-WGAN	58.6	No	Multi-modal Cycle-consistent Generalized Zero-Sh...	2018-08-01	Code
12	f-CLSWGAN	57.3	No	Feature Generating Networks for Zero-Shot Learning	2017-12-04	Code

#1ZeroDiffSOTA
87.5
average top-1 classification accuracy· 2024-06-05
Exploring Data Efficiency in Zero-Shot Learning with Diffusion Models
#2DUETSOTA
72.3
average top-1 classification accuracy· 2022-07-04
DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning Code
#3ComposerSOTA
69.4
average top-1 classification accuracy· 2021-05-21
Compositional Fine-Grained Low-Shot Learning
#4HDC-ZSC-MLP
65.6
average top-1 classification accuracy· 2024-01-30
Zero-shot Classification using Hyperdimensional Computing
#5ZSL_TF-VAEGANSOTA
64.9
average top-1 classification accuracy· 2020-03-17
Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification Code
#6HDC-ZSC
63.8
average top-1 classification accuracy· 2024-01-30
Zero-shot Classification using Hyperdimensional Computing
#7SPOT
62.9
average top-1 classification accuracy· 2023-04-06
Synthetic Sample Selection for Generalized Zero-Shot Learning
#8f-VAEGAN-D2SOTA
61
average top-1 classification accuracy· 2019-03-25
f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning
#9TCN
59.5
average top-1 classification accuracy· 2019-08-16
Transferable Contrastive Network for Generalized Zero-Shot Learning
#10LisGAN
58.8
average top-1 classification accuracy· 2019-04-08
Leveraging the Invariant Side of Generative Zero-Shot Learning Code
#11Cycle-WGANSOTA
58.6
average top-1 classification accuracy· 2018-08-01
Multi-modal Cycle-consistent Generalized Zero-Shot Learning Code
#12f-CLSWGANSOTA
57.3
average top-1 classification accuracy· 2017-12-04
Feature Generating Networks for Zero-Shot Learning Code