Papers with Code · CC BY-SA 4.0

CUB 200 5-way 1-shot

아카이브 평가 36건 · 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.

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원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
PT+MAP+SF+SOT (transductive)	Accuracy 95.80	The Self-Optimal-Transport Feature Transform 2022-04-06	코드 1
CAML [Laion-2b]	Accuracy 95.8	Context-Aware Meta-Learning 2023-10-17	코드 1
PT+MAP+SF+BPA (transductive)	Accuracy 95.80	The Balanced-Pairwise-Affinities Feature Transform 2024-06-25	코드 1
PT+MAP+SF (transductive)	Accuracy 95.48	Few-Shot Learning by Integrating Spatial and Frequency Representation 2021-05-11	코드 1
PEMnE-BMS*	Accuracy 94.78	Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning 2021-10-18	코드 1
Illumination Augmentation	Accuracy 94.73	Sill-Net: Feature Augmentation with Separated Illumination Representation 2021-02-06	코드 1
LST+MAP	Accuracy 91.68	Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network 2021-02-09	코드 1
PT+MAP	Accuracy 91.55%	Leveraging the Feature Distribution in Transfer-based Few-Shot Learning 2020-06-06	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
EASY 3xResNet12 (transductive)	Accuracy 90.56	EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients 2022-01-24	코드 1 · 코드 2 · 코드 3
EASY 4xResNet12 (transductive)	Accuracy 90.5	EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients 2022-01-24	코드 1 · 코드 2 · 코드 3
BAVARDAGE	Accuracy 90.42	Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification 2022-09-18	연결 없음
ICI	Accuracy 89.58	Instance Credibility Inference for Few-Shot Learning 2020-03-26	코드 1
Transfer+SGC	Accuracy 88.35%	Graph-based Interpolation of Feature Vectors for Accurate Few-Shot Classification 2020-01-27	코드 1
ESPT	Accuracy 85.45	ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning 2023-04-26	코드 1
TDM	Accuracy 84.36	Task Discrepancy Maximization for Fine-grained Few-Shot Classification 2022-07-04	코드 1
BD-CSPN + ESFR (ResNet-18)	Accuracy 82.68	Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification 2021-06-22	코드 1
TIM-GD	Accuracy 82.2%	Transductive Information Maximization For Few-Shot Learning 2020-08-25	코드 1 · 코드 2
LaplacianShot	Accuracy 80.96	Laplacian Regularized Few-Shot Learning 2020-06-29	코드 1 · 코드 2
S2M2R	Accuracy 80.68	Charting the Right Manifold: Manifold Mixup for Few-shot Learning 2019-07-28	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
RENet	Accuracy 79.49	Relational Embedding for Few-Shot Classification 2021-08-22	코드 1
Ours	Accuracy 79.12	Variational Feature Disentangling for Fine-Grained Few-Shot Classification 2020-10-07	연결 없음
EASY 3xResNet12 (inductive)	Accuracy 78.56	EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients 2022-01-24	코드 1 · 코드 2 · 코드 3
EASY 4xResNet12 (inductive)	Accuracy 77.97	EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients 2022-01-24	코드 1 · 코드 2 · 코드 3
AmdimNet	Accuracy 77.09	Self-Supervised Learning For Few-Shot Image Classification 2019-11-14	코드 1 · 코드 2
MergedNet-Max	Accuracy 75.34	MergedNET: A simple approach for one-shot learning in siamese networks based on similarity layers 2022-10-14	코드 1
Neg-Margin	Accuracy 72.66	Negative Margin Matters: Understanding Margin in Few-shot Classification 2020-03-26	코드 1
DKT + BNCosSim	Accuracy 72.27	Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels 2019-10-11	코드 1 · 코드 2 · 코드 3
Self-Critique and Adapt + High-End MAML++	Accuracy 70.46	Learning to learn via Self-Critique 2019-05-24	코드 1
Delta-encoder	Accuracy 69.8	Delta-encoder: an effective sample synthesis method for few-shot object recognition 2018-06-12	코드 1
feat (ProtoNet)	Accuracy 68.65	Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions 2018-12-10	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6