HyperAI초신경

홈 뉴스 최신 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Zero Shot Learning On Cub 200 2011

평가 지표

average top-1 classification accuracy

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	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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