Zero-Shot Learning on SUN Attribute

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

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#	Model↕	average top-1 classification accuracy▼	Augmentations	Paper	Date↕	Code
1	ZeroDiff	77.3	No	Exploring Data Efficiency in Zero-Shot Learning ...	2024-06-05	-
2	SPOT (VAEGAN)	66.04	No	Synthetic Sample Selection for Generalized Zero-...	2023-04-06	-
3	ZSL_TF-VAEGAN	66	No	Latent Embedding Feedback and Discriminative Fea...	2020-03-17	Code
4	f-VAEGAN	64.7	No	f-VAEGAN-D2: A Feature Generating Framework for ...	2019-03-25	-
5	DUET (Ours)	64.4	No	DUET: Cross-modal Semantic Grounding for Contras...	2022-07-04	Code
6	LisGAN	61.7	No	Leveraging the Invariant Side of Generative Zero...	2019-04-08	Code
7	TCN	61.5	No	Transferable Contrastive Network for Generalized...	2019-08-16	-
8	f-CLSWGAN	60.8	No	Feature Generating Networks for Zero-Shot Learning	2017-12-04	Code
9	Cycle-WGAN	59.9	No	Multi-modal Cycle-consistent Generalized Zero-Sh...	2018-08-01	Code

#1ZeroDiffSOTA
77.3
average top-1 classification accuracy· 2024-06-05
Exploring Data Efficiency in Zero-Shot Learning with Diffusion Models
#2SPOT (VAEGAN)SOTA
66.04
average top-1 classification accuracy· 2023-04-06
Synthetic Sample Selection for Generalized Zero-Shot Learning
#3ZSL_TF-VAEGANSOTA
66
average top-1 classification accuracy· 2020-03-17
Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification Code
#4f-VAEGANSOTA
64.7
average top-1 classification accuracy· 2019-03-25
f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning
#5DUET (Ours)
64.4
average top-1 classification accuracy· 2022-07-04
DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning Code
#6LisGAN
61.7
average top-1 classification accuracy· 2019-04-08
Leveraging the Invariant Side of Generative Zero-Shot Learning Code
#7TCN
61.5
average top-1 classification accuracy· 2019-08-16
Transferable Contrastive Network for Generalized Zero-Shot Learning
#8f-CLSWGANSOTA
60.8
average top-1 classification accuracy· 2017-12-04
Feature Generating Networks for Zero-Shot Learning Code
#9Cycle-WGAN
59.9
average top-1 classification accuracy· 2018-08-01
Multi-modal Cycle-consistent Generalized Zero-Shot Learning Code