Few-Shot Image Classification on Places-LT

Metric: Top-1 Accuracy (higher is better)

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#	Model↕	Top-1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	LIFT (ViT-L/14)	53.7	No	Long-Tail Learning with Foundation Model: Heavy ...	2023-09-18	Code
2	LIFT (ViT-B/16)	52.2	No	Long-Tail Learning with Foundation Model: Heavy ...	2023-09-18	Code
3	MAM (ViT-B/16)	51.4	Yes	Improving Image Recognition by Retrieving from W...	2023-04-11	-
4	VL-LTR (ViT-B-16)	50.1	Yes	VL-LTR: Learning Class-wise Visual-Linguistic Re...	2021-11-26	Code
5	BALLAD(ViT-B-16)	49.5	Yes	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
6	BALLAD(ResNet-50×16)	49.3	Yes	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
7	VL-LTR (ResNet-50)	48	Yes	VL-LTR: Learning Class-wise Visual-Linguistic Re...	2021-11-26	Code
8	BALLAD(ResNet-101)	47.9	Yes	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
9	RAC (ViT-B-16)	47.17	No	Retrieval Augmented Classification for Long-Tail...	2022-02-22	-
10	BALLAD(ResNet-50)	46.5	No	A Simple Long-Tailed Recognition Baseline via Vi...	2021-11-29	Code
11	APA (SE-ResNet-50)	42	No	Adaptive Parametric Activation	2024-07-11	Code
12	Difficulty-Net (ResNet-152)	41.7	No	Difficulty-Net: Learning to Predict Difficulty f...	2022-09-07	Code
13	GPaCo (ResNet-152)	41.7	No	Generalized Parametric Contrastive Learning	2022-09-26	Code
14	NCL(ResNet-152)	41.5	No	Nested Collaborative Learning for Long-Tailed Vi...	2022-03-29	Code
15	TADE	41.3	No	Self-Supervised Aggregation of Diverse Experts f...	2021-07-20	Code
16	PaCo	41.2	No	Parametric Contrastive Learning	2021-07-26	Code
17	OPeN (ResNet-152)	40.5	No	Pure Noise to the Rescue of Insufficient Data: I...	2021-12-16	Code
18	IEM	39.7	No	-	-	-
19	LDAM-DRS-RSG	39.3	No	RSG: A Simple but Effective Module for Learning ...	2021-06-18	Code
20	DisAlign	39.3	No	Distribution Alignment: A Unified Framework for ...	2021-03-30	Code
21	CBExperts	38.9	No	Long-Tailed Recognition Using Class-Balanced Exp...	2020-04-07	Code
22	LADE	38.8	No	Disentangling Label Distribution for Long-tailed...	2020-12-01	Code
23	BALMS	38.7	No	Balanced Meta-Softmax for Long-Tailed Visual Rec...	2020-07-21	Code
24	smDRAGON	38.1	No	From Generalized zero-shot learning to long-tail...	2020-04-05	Code
25	CB LWS	37.6	No	Decoupling Representation and Classifier for Lon...	2019-10-21	Code
26	Online Feature Augmentation	36.4	No	Feature Space Augmentation for Long-Tailed Data	2020-08-09	-
27	LFME + OLTR	36.2	No	Learning From Multiple Experts: Self-paced Knowl...	2020-01-06	Code
28	OLTR	34.1	No	Large-Scale Long-Tailed Recognition in an Open W...	2019-04-10	Code
29	Domain Adaptation	30.8	No	Rethinking Class-Balanced Methods for Long-Taile...	2020-03-24	Code

#1LIFT (ViT-L/14)SOTA
53.7
Top-1 Accuracy· 2023-09-18
Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts Code
#2LIFT (ViT-B/16)
52.2
Top-1 Accuracy· 2023-09-18
Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts Code
#3MAM (ViT-B/16)SOTA
51.4
Top-1 Accuracy· Extra Data· 2023-04-11
Improving Image Recognition by Retrieving from Web-Scale Image-Text Data
#4VL-LTR (ViT-B-16)SOTA
50.1
Top-1 Accuracy· Extra Data· 2021-11-26
VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition Code
#5BALLAD(ViT-B-16)
49.5
Top-1 Accuracy· Extra Data· 2021-11-29
A Simple Long-Tailed Recognition Baseline via Vision-Language Model Code
#6BALLAD(ResNet-50×16)
49.3
Top-1 Accuracy· Extra Data· 2021-11-29
A Simple Long-Tailed Recognition Baseline via Vision-Language Model Code
#7VL-LTR (ResNet-50)
48
Top-1 Accuracy· Extra Data· 2021-11-26
VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition Code
#8BALLAD(ResNet-101)
47.9
Top-1 Accuracy· Extra Data· 2021-11-29
A Simple Long-Tailed Recognition Baseline via Vision-Language Model Code
#9RAC (ViT-B-16)
47.17
Top-1 Accuracy· 2022-02-22
Retrieval Augmented Classification for Long-Tail Visual Recognition
#10BALLAD(ResNet-50)
46.5
Top-1 Accuracy· 2021-11-29
A Simple Long-Tailed Recognition Baseline via Vision-Language Model Code
#11APA (SE-ResNet-50)
42
Top-1 Accuracy· 2024-07-11
Adaptive Parametric Activation Code
#12Difficulty-Net (ResNet-152)
41.7
Top-1 Accuracy· 2022-09-07
Difficulty-Net: Learning to Predict Difficulty for Long-Tailed Recognition Code
#13GPaCo (ResNet-152)
41.7
Top-1 Accuracy· 2022-09-26
Generalized Parametric Contrastive Learning Code
#14NCL(ResNet-152)
41.5
Top-1 Accuracy· 2022-03-29
Nested Collaborative Learning for Long-Tailed Visual Recognition Code
#15TADESOTA
41.3
Top-1 Accuracy· 2021-07-20
Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition Code
#16PaCo
41.2
Top-1 Accuracy· 2021-07-26
Parametric Contrastive Learning Code
#17OPeN (ResNet-152)
40.5
Top-1 Accuracy· 2021-12-16
Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images Code
#18IEM
39.7
Top-1 Accuracy
No paper
#19LDAM-DRS-RSG
39.3
Top-1 Accuracy· 2021-06-18
RSG: A Simple but Effective Module for Learning Imbalanced Datasets Code
#20DisAlignSOTA
39.3
Top-1 Accuracy· 2021-03-30
Distribution Alignment: A Unified Framework for Long-tail Visual Recognition Code
#21CBExpertsSOTA
38.9
Top-1 Accuracy· 2020-04-07
Long-Tailed Recognition Using Class-Balanced Experts Code
#22LADE
38.8
Top-1 Accuracy· 2020-12-01
Disentangling Label Distribution for Long-tailed Visual Recognition Code
#23BALMS
38.7
Top-1 Accuracy· 2020-07-21
Balanced Meta-Softmax for Long-Tailed Visual Recognition Code
#24smDRAGONSOTA
38.1
Top-1 Accuracy· 2020-04-05
From Generalized zero-shot learning to long-tail with class descriptors Code
#25CB LWSSOTA
37.6
Top-1 Accuracy· 2019-10-21
Decoupling Representation and Classifier for Long-Tailed Recognition Code
#26Online Feature Augmentation
36.4
Top-1 Accuracy· 2020-08-09
Feature Space Augmentation for Long-Tailed Data
#27LFME + OLTR
36.2
Top-1 Accuracy· 2020-01-06
Learning From Multiple Experts: Self-paced Knowledge Distillation for Long-tailed Classification Code
#28OLTRSOTA
34.1
Top-1 Accuracy· 2019-04-10
Large-Scale Long-Tailed Recognition in an Open World Code
#29Domain Adaptation
30.8
Top-1 Accuracy· 2020-03-24
Rethinking Class-Balanced Methods for Long-Tailed Visual Recognition from a Domain Adaptation Perspective Code