Zero Shot Learning On Sun Attribute

Metrics

average top-1 classification accuracy

Results

Performance results of various models on this benchmark

		Paper Title
ZeroDiff	77.3	ZeroDiff: Solidified Visual-Semantic Correlation in Zero-Shot Learning
SPOT (VAEGAN)	66.04	Synthetic Sample Selection for Generalized Zero-Shot Learning
ZSL_TF-VAEGAN	66	Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification
f-VAEGAN	64.7	f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning
DUET (Ours)	64.4	DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning
LisGAN	61.7	Leveraging the Invariant Side of Generative Zero-Shot Learning
TCN	61.5	Transferable Contrastive Network for Generalized Zero-Shot Learning
f-CLSWGAN	60.8	Feature Generating Networks for Zero-Shot Learning
Cycle-WGAN	59.9	Multi-modal Cycle-consistent Generalized Zero-Shot Learning

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Zero Shot Learning On Sun Attribute

Metrics

average top-1 classification accuracy

Results

Performance results of various models on this benchmark

		Paper Title
ZeroDiff	77.3	ZeroDiff: Solidified Visual-Semantic Correlation in Zero-Shot Learning
SPOT (VAEGAN)	66.04	Synthetic Sample Selection for Generalized Zero-Shot Learning
ZSL_TF-VAEGAN	66	Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification
f-VAEGAN	64.7	f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning
DUET (Ours)	64.4	DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning
LisGAN	61.7	Leveraging the Invariant Side of Generative Zero-Shot Learning
TCN	61.5	Transferable Contrastive Network for Generalized Zero-Shot Learning
f-CLSWGAN	60.8	Feature Generating Networks for Zero-Shot Learning
Cycle-WGAN	59.9	Multi-modal Cycle-consistent Generalized Zero-Shot Learning

0 of 9 row(s) selected.

Zero Shot Learning On Sun Attribute | SOTA | HyperAI