← Zero-Shot Learning

Papers with Code · CC BY-SA 4.0

CUB-200-2011

아카이브 평가 14건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
ZeroDiff	average top-1 classification accuracy 87.5	Exploring Data Efficiency in Zero-Shot Learning with Diffusion Models 2024-06-05	연결 없음
DUET	average top-1 classification accuracy 72.3 Accuracy Unseen 62.9 H 67.5 Accuracy Seen 72.8	DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning 2022-07-04	코드 1 · 코드 2
Composer	average top-1 classification accuracy 69.4	Compositional Fine-Grained Low-Shot Learning 2021-05-21	연결 없음
HDC-ZSC-MLP	average top-1 classification accuracy 65.6	Zero-shot Classification using Hyperdimensional Computing 2024-01-30	연결 없음
ZSL_TF-VAEGAN	average top-1 classification accuracy 64.9	Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification 2020-03-17	코드 1
HDC-ZSC	average top-1 classification accuracy 63.8	Zero-shot Classification using Hyperdimensional Computing 2024-01-30	연결 없음
SPOT	average top-1 classification accuracy 62.9	Synthetic Sample Selection for Generalized Zero-Shot Learning 2023-04-06	연결 없음
f-VAEGAN-D2	average top-1 classification accuracy 61.0	f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning 2019-03-25	연결 없음
TCN	average top-1 classification accuracy 59.5	Transferable Contrastive Network for Generalized Zero-Shot Learning 2019-08-16	연결 없음
LisGAN	average top-1 classification accuracy 58.8	Leveraging the Invariant Side of Generative Zero-Shot Learning 2019-04-08	코드 1
Cycle-WGAN	average top-1 classification accuracy 58.6	Multi-modal Cycle-consistent Generalized Zero-Shot Learning 2018-08-01	코드 1
f-CLSWGAN	average top-1 classification accuracy 57.3	Feature Generating Networks for Zero-Shot Learning 2017-12-04	코드 1 · 코드 2 · 코드 3 · 코드 4
ZLaP	Accuracy 64.3	Label Propagation for Zero-shot Classification with Vision-Language Models 2024-04-05	코드 1
ZLaP*	Accuracy 64.2	Label Propagation for Zero-shot Classification with Vision-Language Models 2024-04-05	코드 1