Papers with Code · CC BY-SA 4.0

CIFAR-10-LT (ρ=10)

아카이브 평가 50건 · 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
GLMC+MaxNorm (ResNet-34, channel x4)	Error Rate 5	Global and Local Mixture Consistency Cumulative Learning for Long-tailed Visual Recognitions 2023-05-15	코드 1 · 코드 2
SURE(ResNet-32)	Error Rate 5.04	SURE: SUrvey REcipes for building reliable and robust deep networks 2024-03-01	코드 1
GLMC (ResNet-34, channel x4)	Error Rate 5.15	Global and Local Mixture Consistency Cumulative Learning for Long-tailed Visual Recognitions 2023-05-15	코드 1 · 코드 2
3LSSL	Error Rate 7.9	Delving Deep into Simplicity Bias for Long-Tailed Image Recognition 2023-02-07	연결 없음
ResCom	Error Rate 8.0	Rebalanced Siamese Contrastive Mining for Long-Tailed Recognition 2022-03-22	코드 1 · 코드 2
VS + ADRW + TLA	Error Rate 8.18	A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning. paper with code 2023-10-07	코드 1
Balanced Softmax (BALMS)	Error Rate 8.7	Balanced Meta-Softmax for Long-Tailed Visual Recognition 2020-07-21	코드 1
ViT-B + Bal-BCE	Error Rate 8.7	Learning Imbalanced Data with Vision Transformers 2022-12-05	코드 1
LCReg	Error Rate 8.8	Long-tailed Recognition by Learning from Latent Categories 2022-06-02	연결 없음
BCL(ResNet-32)	Error Rate 8.9	Balanced Contrastive Learning for Long-Tailed Visual Recognition 2022-07-19	코드 1
Hybrid-SC	Error Rate 8.9	Contrastive Learning based Hybrid Networks for Long-Tailed Image Classification 2021-03-26	연결 없음
LWS	Error Rate 8.9	Decoupling Representation and Classifier for Long-Tailed Recognition 2019-10-21	코드 1 · 코드 2 · 코드 3 · 코드 4
cRT	Error Rate 9.0	Decoupling Representation and Classifier for Long-Tailed Recognition 2019-10-21	코드 1 · 코드 2 · 코드 3 · 코드 4
PCL	Error Rate 9.14	Parametric Contrastive Learning 2021-07-26	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
TADE	Error Rate 9.2	Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition 2021-07-20	코드 1 · 코드 2
ViT-B + Bal-CE	Error Rate 9.3	Learning Imbalanced Data with Vision Transformers 2022-12-05	코드 1
Equalization Loss	Error Rate 9.8	Equalization Loss for Long-Tailed Object Recognition 2020-03-11	코드 1
MiSLAS	Error Rate 10	Improving Calibration for Long-Tailed Recognition 2021-04-01	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
ViT-B + CB	Error Rate 10.1	Learning Imbalanced Data with Vision Transformers 2022-12-05	코드 1
De-C-TDE + Curvature Regularization	Error Rate 10.1	Predicting and Enhancing the Fairness of DNNs with the Curvature of Perceptual Manifolds 2023-03-22	코드 1 · 코드 2
L2A(S2)	Error Rate 10.16	Leveraging Angular Information Between Feature and Classifier for Long-tailed Learning: A Prediction Reformulation Approach 2022-12-03	연결 없음
ResLT	Error Rate 10.3	ResLT: Residual Learning for Long-tailed Recognition 2021-01-26	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
RIDE	Error Rate 10.3	Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition 2021-07-20	코드 1 · 코드 2
ICCL	Error Rate 10.3	Improving Tail-Class Representation with Centroid Contrastive Learning 2021-10-19	연결 없음
MetaSAug-LDAM	Error Rate 10.32	MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition 2021-03-23	코드 1
UniMix+Bayias	Error Rate 10.34	Towards Calibrated Model for Long-Tailed Visual Recognition from Prior Perspective 2021-11-06	코드 1
ViT-B + CE	Error Rate 10.5	Learning Imbalanced Data with Vision Transformers 2022-12-05	코드 1
LDAM + DRW + SAM	Error Rate 10.6	Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data 2022-12-28	코드 1
SAFA+LDAM-DRW (ResNeXt-29)	Error Rate 10.61	SAFA: Sample-Adaptive Feature Augmentation for Long-Tailed Image Classification 2022-11-06	연결 없음
GCLLoss	Error Rate 10.77	Long-tailed Visual Recognition via Gaussian Clouded Logit Adjustment 2023-05-19	코드 1