Mini-Imagenet 5-way (5-shot)

아카이브 평가 28건 · 마지막 적재/변경 2026-10-30

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
BECLR	Accuracy 87.82	BECLR: Batch Enhanced Contrastive Few-Shot Learning 2024-02-04	코드 1
Meta-DM+UniSiam	Accuracy 85.29	Meta-DM: Applications of Diffusion Models on Few-Shot Learning 2023-05-14	연결 없음
UniSiam	Accuracy 83.40	Self-Supervision Can Be a Good Few-Shot Learner 2022-07-19	코드 1 · 코드 2 · 코드 3 · 코드 4
PDA-Net	Accuracy 83.11	Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images 2021-05-25	연결 없음
Deep Laplacian Eigenmaps	Accuracy 78.79	Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps 2022-10-07	연결 없음
UBC-FSL	Accuracy 77.2	Shot in the Dark: Few-Shot Learning with No Base-Class Labels 2020-10-06	연결 없음
HMS	Accuracy 75.77	Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks 2020-11-30	코드 1
TrainProto	Accuracy 73.94	Trainable Class Prototypes for Few-Shot Learning 2021-06-21	연결 없음
CPNWCP	Accuracy 73.21	Contrastive Prototypical Network with Wasserstein Confidence Penalty 2022-10-21	코드 1
SAMPTransfer (Conv4)	Accuracy 72.52	Self-Attention Message Passing for Contrastive Few-Shot Learning 2022-10-12	코드 1
AmdimNet	Accuracy 70.14	Self-Supervised Learning For Few-Shot Image Classification 2019-11-14	코드 1 · 코드 2
CSSL	Accuracy 68.91	Few-Shot Image Classification via Contrastive Self-Supervised Learning 2020-08-23	연결 없음
LF2CS	Accuracy 67.36	Unsupervised Few-Shot Image Classification by Learning Features into Clustering Space 2022-10-21	코드 1
C^3LR	Accuracy 64.81	Self-Supervised Class-Cognizant Few-Shot Classification 2022-02-15	코드 1
PsCo	Accuracy 63.26	Unsupervised Meta-Learning via Few-shot Pseudo-supervised Contrastive Learning 2023-03-02	코드 1
ProtoTransfer	Accuracy 62.99	Self-Supervised Prototypical Transfer Learning for Few-Shot Classification 2020-06-19	코드 1 · 코드 2
PL-CFE	Accuracy 62.91	Rethinking Clustering-Based Pseudo-Labeling for Unsupervised Meta-Learning 2022-09-27	코드 1
CMVAE	Accuracy 58.95	CMVAE: Causal Meta VAE for Unsupervised Meta-Learning 2023-02-20	코드 1
Meta-SVEBM	Accuracy 58.03	Unsupervised Meta-Learning via Latent Space Energy-based Model of Symbol Vector Coupling 2021-09-30	연결 없음
ArL	Accuracy 57.01	Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning 2020-01-12	코드 1
InCo	Accuracy 56.96	Invariant and consistent: Unsupervised representation learning for few-shot visual recognition 2022-11-01	연결 없음
ULDA	Accuracy 56.18	Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data Augmentation 2020-04-13	코드 1
Meta-GMVAE	Accuracy 55.73	Meta-GMVAE: Mixture of Gaussian VAE for Unsupervised Meta-Learning 2021-01-01	코드 1
U-MlSo+PN	Accuracy 55.38	Multi-level Second-order Few-shot Learning 2022-01-15	코드 1
LASIUM	Accuracy 54.56	Unsupervised Meta-Learning through Latent-Space Interpolation in Generative Models 2020-06-18	연결 없음
CACTU	Accuracy 53.97	Unsupervised Learning via Meta-Learning 2018-10-04	연결 없음
UMTRA	Accuracy 50.73	Unsupervised Meta-Learning For Few-Shot Image Classification 2018-11-28	연결 없음
AAL	Accuracy 49.18	Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation 2019-02-26	연결 없음