|
LIFT (ViT-L/14)
|
Long-Tail Learning with Foundation Model: Heavy F…
|
82.90
|
2023-09-18
|
|
|
µ2Net+ (ViT-L/16)
|
A Continual Development Methodology for Large-sca…
|
82.50
|
2022-09-15
|
|
|
MAM (ViT-B/16)
|
Improving Image Recognition by Retrieving from We…
|
82.30
|
2023-04-11
|
|
|
LIFT (ViT-B/16)
|
Long-Tail Learning with Foundation Model: Heavy F…
|
78.30
|
2023-09-18
|
|
|
VL-LTR (ViT-B-16)
|
VL-LTR: Learning Class-wise Visual-Linguistic Rep…
|
77.20
|
2021-11-26
|
|
|
BALLAD(ResNet-50×16)
|
A Simple Long-Tailed Recognition Baseline via Vis…
|
76.50
|
2021-11-29
|
|
|
BALLAD(ViT-B-16)
|
A Simple Long-Tailed Recognition Baseline via Vis…
|
75.70
|
2021-11-29
|
|
|
BALLAD(ResNet-101)
|
A Simple Long-Tailed Recognition Baseline via Vis…
|
70.50
|
2021-11-29
|
|
|
VL-LTR (ResNet-50)
|
VL-LTR: Learning Class-wise Visual-Linguistic Rep…
|
70.10
|
2021-11-26
|
|
|
BALLAD(ResNet-50)
|
A Simple Long-Tailed Recognition Baseline via Vis…
|
67.20
|
2021-11-29
|
|
|
GPaCo (2-ResNeXt101-32x4d)
|
Generalized Parametric Contrastive Learning
|
63.20
|
2022-09-26
|
|
|
MDCS (ResNeXt-50)
|
MDCS: More Diverse Experts with Consistency Self-…
|
61.80
|
2023-08-19
|
|
|
TADE(ResNeXt101-32x4d)
|
Self-Supervised Aggregation of Diverse Experts fo…
|
61.40
|
2021-07-20
|
|
|
ProCo (ResNet50)
|
Probabilistic Contrastive Learning for Long-Taile…
|
60.20
|
2024-03-11
|
|
|
PaCo(ResNeXt101-32x4d)
|
Parametric Contrastive Learning
|
60.00
|
2021-07-26
|
|
|
DeiT-LT
|
DeiT-LT Distillation Strikes Back for Vision Tran…
|
59.10
|
2024-04-03
|
|
|
APA (SE-ResNext-50)
|
Adaptive Parametric Activation
|
59.10
|
2024-07-11
|
|
|
TADE(ResNeXt-50)
|
Self-Supervised Aggregation of Diverse Experts fo…
|
58.80
|
2021-07-20
|
|
|
GML (ResNeXt-50)
|
Long-Tailed Recognition by Mutual Information Max…
|
58.80
|
2023-05-02
|
|
|
DirMixE(ResNeXt-50)
|
Harnessing Hierarchical Label Distribution Variat…
|
58.61
|
2024-05-13
|
|
|
NCL(ResNeXt-50)
|
Nested Collaborative Learning for Long-Tailed Vis…
|
58.40
|
2022-03-29
|
|
|
PaCo(ResNeXt-50)
|
Parametric Contrastive Learning
|
58.20
|
2021-07-26
|
|
|
BS-CMO (ResNet-50)
|
The Majority Can Help The Minority: Context-rich …
|
58.00
|
2021-12-01
|
|
|
ProCo (ResNeXt50)
|
Probabilistic Contrastive Learning for Long-Taile…
|
58.00
|
2024-03-11
|
|
|
APA (SE-ResNet-50)
|
Adaptive Parametric Activation
|
57.90
|
2024-07-11
|
|
|
CBD-ENS (ResNet-152)
|
Class-Balanced Distillation for Long-Tailed Visua…
|
57.70
|
2021-04-12
|
|
|
ResLT(ResNeXt-50-3 experts)
|
ResLT: Residual Learning for Long-tailed Recognit…
|
57.60
|
2021-01-26
|
|
|
BatchFormer(ResNet-50, PaCo)
|
BatchFormer: Learning to Explore Sample Relations…
|
57.40
|
2022-03-03
|
|
|
NCL(ResNet-50)
|
Nested Collaborative Learning for Long-Tailed Vis…
|
57.40
|
2022-03-29
|
|
|
Difficulty-Net (ResNet-50 using RandAugment, single model)
|
Difficulty-Net: Learning to Predict Difficulty fo…
|
57.40
|
2022-09-07
|
|
|
RIDE-DiVE
|
Distilling Virtual Examples for Long-tailed Recog…
|
57.12
|
2021-03-28
|
|
|
BCL(ResNeXt-50)
|
Balanced Contrastive Learning for Long-Tailed Vis…
|
57.10
|
2022-07-19
|
|
|
RIDE (ResNeXt-50)
|
Long-tailed Recognition by Routing Diverse Distri…
|
56.40
|
2020-10-05
|
|
|
GLMC (ResNeXt-50)
|
Global and Local Mixture Consistency Cumulative L…
|
56.30
|
2023-05-15
|
|
|
BatchFormer(ResNet-50, RIDE)
|
BatchFormer: Learning to Explore Sample Relations…
|
55.70
|
2022-03-03
|
|
|
CBD-ENS (ResNet-50)
|
Class-Balanced Distillation for Long-Tailed Visua…
|
55.60
|
2021-04-12
|
|
|
ResLT(ResNeXt101-32x4d)
|
ResLT: Residual Learning for Long-tailed Recognit…
|
55.10
|
2021-01-26
|
|
|
OPeN (ResNeXt-50)
|
Pure Noise to the Rescue of Insufficient Data: Im…
|
55.10
|
2021-12-16
|
|
|
RIDE (ResNet-50)
|
Long-tailed Recognition by Routing Diverse Distri…
|
54.90
|
2020-10-05
|
|
|
Difficulty-Net (ResNet-50 w/o using RandAugment, single model)
|
Difficulty-Net: Learning to Predict Difficulty fo…
|
54.00
|
2022-09-07
|
|
|
LTR-weight-balancing(ResNeXt-50)
|
Long-Tailed Recognition via Weight Balancing
|
53.90
|
2022-03-27
|
|
|
DRO-LT
|
Distributional Robustness Loss for Long-tail Lear…
|
53.50
|
2021-04-07
|
|
|
DisAlign
|
Distribution Alignment: A Unified Framework for L…
|
53.40
|
2021-03-30
|
|
|
DiVE
|
Distilling Virtual Examples for Long-tailed Recog…
|
53.10
|
2021-03-28
|
|
|
LDAM + DRW + SAM
|
Escaping Saddle Points for Effective Generalizati…
|
53.10
|
2022-12-28
|
|
|
LADE
|
Disentangling Label Distribution for Long-tailed …
|
53.00
|
2020-12-01
|
|
|
ResLT(ResNeXt50)
|
ResLT: Residual Learning for Long-tailed Recognit…
|
52.90
|
2021-01-26
|
|
|
MiSLAS
|
Improving Calibration for Long-Tailed Recognition
|
52.70
|
2021-04-01
|
|
|
TSC(ResNet-50)
|
Targeted Supervised Contrastive Learning for Long…
|
52.40
|
2021-11-27
|
|
|
LDAM-DRS-RSG
|
RSG: A Simple but Effective Module for Learning I…
|
51.80
|
2021-06-18
|
|
|
De-confound-TDE
|
Long-Tailed Classification by Keeping the Good an…
|
51.80
|
2020-09-28
|
|
|
cRT + SSP
|
Rethinking the Value of Labels for Improving Clas…
|
51.30
|
2020-06-13
|
|
|
Logit adjustment
|
Long-tail learning via logit adjustment
|
51.30
|
2020-07-14
|
|
|
MetaSAug (ResNet-152)
|
MetaSAug: Meta Semantic Augmentation for Long-Tai…
|
50.03
|
2021-03-23
|
|
|
MetaSAug with CE loss
|
MetaSAug: Meta Semantic Augmentation for Long-Tai…
|
47.39
|
2021-03-23
|
|
|
Difficulty-Net (ResNet-10 w/o using RandAugment, single model
|
Difficulty-Net: Learning to Predict Difficulty fo…
|
44.60
|
2022-09-07
|
|
|
smDRAGON
|
From Generalized zero-shot learning to long-tail …
|
42.00
|
2020-04-05
|
|
|
BALMS
|
Balanced Meta-Softmax for Long-Tailed Visual Reco…
|
41.80
|
2020-07-21
|
|
|
CB LWS
|
Decoupling Representation and Classifier for Long…
|
41.40
|
2019-10-21
|
|
|
CBExperts
|
Long-Tailed Recognition Using Class-Balanced Expe…
|
39.20
|
2020-04-07
|
|
|
LFME + OLTR
|
Learning From Multiple Experts: Self-paced Knowle…
|
38.80
|
2020-01-06
|
|
|
CDB-loss (ResNet 10)
|
Class-Wise Difficulty-Balanced Loss for Solving C…
|
38.50
|
2020-10-05
|
|
|
OLTR
|
Large-Scale Long-Tailed Recognition in an Open Wo…
|
35.60
|
2019-04-10
|
|
|
Online Feature Augmentation
|
Feature Space Augmentation for Long-Tailed Data
|
35.30
|
2020-08-09
|
|
|
Domain Adaptation
|
Rethinking Class-Balanced Methods for Long-Tailed…
|
29.90
|
2020-03-24
|
|