Zero-Shot Learning on SUN Attribute

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average top-1 classification accuracy

Rank	Model	average top-1 classification accuracy	Accuracy Seen	Accuracy Unseen	H	Paper	Code	Year
1	ZeroDiff	77.3	–	–	–	Exploring Data Efficiency in Zero-Shot Learning with Diffusion Models		2024
2	SPOT (VAEGAN)	66.04	–	–	–	Synthetic Sample Selection for Generalized Zero-Shot Learning		2023
3	ZSL_TF-VAEGAN	66	–	–	–	Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification	akshitac8/tfvaegan	2020
4	f-VAEGAN	64.7	–	–	–	f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning		2019
5	DUET (Ours)	64.4	45.8	45.7	45.8	DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning	zjukg/structure-clip · zjukg/DUET	2022
6	LisGAN	61.7	–	–	–	Leveraging the Invariant Side of Generative Zero-Shot Learning	lijin118/LisGAN	2019
7	TCN	61.5	–	–	–	Transferable Contrastive Network for Generalized Zero-Shot Learning		2019
8	f-CLSWGAN	60.8	–	–	–	Feature Generating Networks for Zero-Shot Learning	akku1506/Feature-Generating-Networks-for-ZSL · Abhipanda4/Feature-Generating-Networks · mkara44/f-clswgan_pytorch · +1	2017
9	Cycle-WGAN	59.9	–	–	–	Multi-modal Cycle-consistent Generalized Zero-Shot Learning	rfelixmg/frwgan-eccv18	2018