Few-Shot Image Classification on FC100 5-way (1-shot)

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	BAVARDAGE	57.27	No	Adaptive Dimension Reduction and Variational Inf...	2022-09-18	-
2	EASY 2xResNet12 1/√2 (transductive)	54.47	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
3	EASY 3xResNet12 (transductive)	54.13	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
4	R2-D2+Task Aug	51.35	No	Task Augmentation by Rotating for Meta-Learning	2020-02-08	Code
5	pseudo-shots	50.57	No	Extended Few-Shot Learning: Exploiting Existing ...	2020-12-13	Code
6	MetaOptNet-SVM+Task Aug	49.77	No	Task Augmentation by Rotating for Meta-Learning	2020-02-08	Code
7	HCTransformers	48.27	No	Attribute Surrogates Learning and Spectral Token...	2022-03-17	Code
8	EASY 3xResNet12 (inductive)	48.07	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
9	EASY 2xResNet12 1/√2 (inductive)	47.94	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
10	Invariance-Equivariance	47.76	No	Exploring Complementary Strengths of Invariant a...	2021-03-01	Code
11	FewTURE	47.68	No	Rethinking Generalization in Few-Shot Classifica...	2022-06-15	Code
12	MetaOptNet-SVM-trainval	47.2	No	Meta-Learning with Differentiable Convex Optimiz...	2019-04-07	Code
13	SKD	46.5	No	Self-supervised Knowledge Distillation for Few-s...	2020-06-17	Code
14	MTL	45.1	No	Meta-Transfer Learning for Few-Shot Learning	2018-12-06	Code
15	MSENet	44.78	No	Enhancing Few-Shot Image Classification through ...	2024-09-12	Code
16	ConstellationNets	43.8	No	-	-	Code
17	SSFormers	43.72	No	Sparse Spatial Transformers for Few-Shot Learning	2021-09-27	Code
18	Multi-Task Learning	42.4	No	Bridging Multi-Task Learning and Meta-Learning: ...	2021-06-16	Code
19	ACC + Amphibian	41.6	No	Generalized Adaptation for Few-Shot Learning	2019-11-25	-
20	MCRNet-SVM	41	No	Complementing Representation Deficiency in Few-s...	2020-07-21	Code
21	MCRNet-RR	40.7	No	Complementing Representation Deficiency in Few-s...	2020-07-21	Code
22	TADAM	40.1	No	TADAM: Task dependent adaptive metric for improv...	2018-05-23	Code

#1BAVARDAGESOTA
57.27
Accuracy· 2022-09-18
Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification
#2EASY 2xResNet12 1/√2 (transductive)SOTA
54.47
Accuracy· 2022-01-24
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Code
#3EASY 3xResNet12 (transductive)
54.13
Accuracy· 2022-01-24
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Code
#4R2-D2+Task AugSOTA
51.35
Accuracy· 2020-02-08
Task Augmentation by Rotating for Meta-Learning Code
#5pseudo-shots
50.57
Accuracy· 2020-12-13
Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks Code
#6MetaOptNet-SVM+Task Aug
49.77
Accuracy· 2020-02-08
Task Augmentation by Rotating for Meta-Learning Code
#7HCTransformers
48.27
Accuracy· 2022-03-17
Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Code
#8EASY 3xResNet12 (inductive)
48.07
Accuracy· 2022-01-24
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Code
#9EASY 2xResNet12 1/√2 (inductive)
47.94
Accuracy· 2022-01-24
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Code
#10Invariance-Equivariance
47.76
Accuracy· 2021-03-01
Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning Code
#11FewTURE
47.68
Accuracy· 2022-06-15
Rethinking Generalization in Few-Shot Classification Code
#12MetaOptNet-SVM-trainvalSOTA
47.2
Accuracy· 2019-04-07
Meta-Learning with Differentiable Convex Optimization Code
#13SKD
46.5
Accuracy· 2020-06-17
Self-supervised Knowledge Distillation for Few-shot Learning Code
#14MTLSOTA
45.1
Accuracy· 2018-12-06
Meta-Transfer Learning for Few-Shot Learning Code
#15MSENet
44.78
Accuracy· 2024-09-12
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Code
#16ConstellationNets
43.8
Accuracy
No paperCode
#17SSFormers
43.72
Accuracy· 2021-09-27
Sparse Spatial Transformers for Few-Shot Learning Code
#18Multi-Task Learning
42.4
Accuracy· 2021-06-16
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation Code
#19ACC + Amphibian
41.6
Accuracy· 2019-11-25
Generalized Adaptation for Few-Shot Learning
#20MCRNet-SVM
41
Accuracy· 2020-07-21
Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach Code
#21MCRNet-RR
40.7
Accuracy· 2020-07-21
Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach Code
#22TADAMSOTA
40.1
Accuracy· 2018-05-23
TADAM: Task dependent adaptive metric for improved few-shot learning Code