Papers with Code · CC BY-SA 4.0

iNaturalist 2018

아카이브 평가 43건 · 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.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
LIFT (ViT-L/14@336px)	Top-1 Accuracy 87.4%	Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts 2023-09-18	코드 1
LIFT (ViT-L/14)	Top-1 Accuracy 85.2%	Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts 2023-09-18	코드 1
GML (ViT-B-16)	Top-1 Accuracy 82.1%	Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels 2023-05-02	코드 1
VL-LTR (ViT-B-16)	Top-1 Accuracy 81.0%	VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition 2021-11-26	코드 1
LIFT (ViT-B/16)	Top-1 Accuracy 80.4%	Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts 2023-09-18	코드 1
RAC (ViT-B-16)	Top-1 Accuracy 80.24%	Retrieval Augmented Classification for Long-Tail Visual Recognition 2022-02-22	연결 없음
GPaCo (2-R152)	Top-1 Accuracy 79.8%	Generalized Parametric Contrastive Learning 2022-09-26	코드 1 · 코드 2 · 코드 3 · 코드 4
GPaCo (ResNet-152)	Top-1 Accuracy 78.1%	Generalized Parametric Contrastive Learning 2022-09-26	코드 1 · 코드 2 · 코드 3 · 코드 4
TADE(ResNet-152)	Top-1 Accuracy 77%	Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition 2021-07-20	코드 1 · 코드 2
ProCo (ResNet50)	Top-1 Accuracy 75.8%	Probabilistic Contrastive Learning for Long-Tailed Visual Recognition 2024-03-11	코드 1
MDCS(Resnet50)	Top-1 Accuracy 75.6%	MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition 2023-08-19	코드 1
GPaCo (ResNet-50)	Top-1 Accuracy 75.4%	Generalized Parametric Contrastive Learning 2022-09-26	코드 1 · 코드 2 · 코드 3 · 코드 4
CBD-ENS (ResNet-101)	Top-1 Accuracy 75.3%	Class-Balanced Distillation for Long-Tailed Visual Recognition 2021-04-12	코드 1 · 코드 2 · 코드 3
PaCo(ResNet-152)	Top-1 Accuracy 75.2%	Parametric Contrastive Learning 2021-07-26	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
DeiT-LT	Top-1 Accuracy 75.1%	DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets 2024-04-03	코드 1 · 코드 2
APA (SE-ResNet-50)	Top-1 Accuracy 74.8	Adaptive Parametric Activation 2024-07-11	코드 1
VL-LTR (ResNet-50)	Top-1 Accuracy 74.6%	VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition 2021-11-26	코드 1
GML (ResNet-50)	Top-1 Accuracy 74.5%	Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels 2023-05-02	코드 1
NCL(ResNet-50)	Top-1 Accuracy 74.2%	Nested Collaborative Learning for Long-Tailed Visual Recognition 2022-03-29	코드 1
BatchFormer(ResNet-50, RIDE)	Top-1 Accuracy 74.1%	BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning 2022-03-03	코드 1
CBD-ENS (ResNet-50)	Top-1 Accuracy 73.6%	Class-Balanced Distillation for Long-Tailed Visual Recognition 2021-04-12	코드 1 · 코드 2 · 코드 3
RIDE-DiVE	Top-1 Accuracy 73.44%	Distilling Virtual Examples for Long-tailed Recognition 2021-03-28	코드 1
DirMixE	Top-1 Accuracy 73.21%	Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail Recognition 2024-05-13	코드 1
TADE	Top-1 Accuracy 72.9%	Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition 2021-07-20	코드 1 · 코드 2
ResLT(3 experts)	Top-1 Accuracy 72.9%	ResLT: Residual Learning for Long-tailed Recognition 2021-01-26	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
RIDE	Top-1 Accuracy 72.2%	Long-tailed Recognition by Routing Diverse Distribution-Aware Experts 2020-10-05	코드 1 · 코드 2
BCL(ResNet-50)	Top-1 Accuracy 71.8%	Balanced Contrastive Learning for Long-Tailed Visual Recognition 2022-07-19	코드 1
DiVE	Top-1 Accuracy 71.71%	Distilling Virtual Examples for Long-tailed Recognition 2021-03-28	코드 1
MiSLAS	Top-1 Accuracy 71.6%	Improving Calibration for Long-Tailed Recognition 2021-04-01	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
DisAlign	Top-1 Accuracy 70.6%	Distribution Alignment: A Unified Framework for Long-tail Visual Recognition 2021-03-30	코드 1