HyperAI超神经

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中文

HyperAI超神经

Zero Shot Learning On Cub 200 2011

评估指标

average top-1 classification accuracy

评测结果

各个模型在此基准测试上的表现结果

模型名称	average top-1 classification accuracy	Paper Title	Repository
HDC-ZSC-MLP	65.6	Zero-shot Classification using Hyperdimensional Computing	-
HDC-ZSC	63.8	Zero-shot Classification using Hyperdimensional Computing	-
ZLaP*	-	Label Propagation for Zero-shot Classification with Vision-Language Models
ZeroDiff	87.5	Exploring Data Efficiency in Zero-Shot Learning with Diffusion Models	-
f-VAEGAN-D2	61.0	f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning	-
Composer	69.4	Compositional Fine-Grained Low-Shot Learning	-
ZSL_TF-VAEGAN	64.9	Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification
f-CLSWGAN	57.3	Feature Generating Networks for Zero-Shot Learning
DUET	72.3	DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning
ZLaP	-	Label Propagation for Zero-shot Classification with Vision-Language Models
LisGAN	58.8	Leveraging the Invariant Side of Generative Zero-Shot Learning
SPOT	62.9	Synthetic Sample Selection for Generalized Zero-Shot Learning	-
TCN	59.5	Transferable Contrastive Network for Generalized Zero-Shot Learning	-
Cycle-WGAN	58.6	Multi-modal Cycle-consistent Generalized Zero-Shot Learning

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