HyperAI超神経
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HyperAI超神経

Long Tail Learning On Inaturalist 2018

評価指標

Top-1 Accuracy

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名
Top-1 Accuracy
Paper TitleRepository
LADE70.0%Disentangling Label Distribution for Long-tailed Visual Recognition
CB-LWS69.5%Decoupling Representation and Classifier for Long-Tailed Recognition
DisAlign70.6%Distribution Alignment: A Unified Framework for Long-tail Visual Recognition
TSC(ResNet-50)69.7%Targeted Supervised Contrastive Learning for Long-Tailed Recognition
GPaCo (2-R152)79.8%Generalized Parametric Contrastive Learning
BatchFormer(ResNet-50, RIDE)74.1%BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning
RIDE-DiVE73.44%Distilling Virtual Examples for Long-tailed Recognition
LDAM + DRW + SAM70.1Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data
Online Feature Augmentation65.9%Feature Space Augmentation for Long-Tailed Data-
cRT + SSP68.1%Rethinking the Value of Labels for Improving Class-Imbalanced Learning
DeiT-LT75.1%DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets
LIFT (ViT-B/16)80.4%Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts
MiSLAS71.6%Improving Calibration for Long-Tailed Recognition
LDAM-DRS-RSG70.3%RSG: A Simple but Effective Module for Learning Imbalanced Datasets
VL-LTR (ViT-B-16)81.0%VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition
NCL(ResNet-50)74.2%Nested Collaborative Learning for Long-Tailed Visual Recognition-
LTR-weight-balancing(ResNet-50)70.2%Long-Tailed Recognition via Weight Balancing
Hybrid-PSC68.1%Contrastive Learning based Hybrid Networks for Long-Tailed Image Classification-
CE-DRW-IC67.9%Posterior Re-calibration for Imbalanced Datasets-
PaCo(ResNet-152)75.2%Parametric Contrastive Learning
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