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ResearchFormerly WizWand

Long-tailed Image Classification on CIFAR10-LT imbalance factor 100 (test)

82.6Top-1 AccuracyDRO-LT (Learned ε)
13.54431.47249.467.328Apr 7, 2021Oct 29, 2021May 23, 2022Dec 15, 2022Jul 9, 2023Jan 31, 2024Aug 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
DRO-LT (Learned ε)2021.0482.6
ACENumber of experts=42021.0881.4
ACENumber of experts=32021.0881.2
CAM2021.0880
BBN2021.0879.8
smDragon2021.0479.6
LDAM+M2m2021.0879.1
Logit Adj.2021.0877.7
LDAM DRW2021.0477.03
LDAM+DRW2021.0877
CB Focal loss2021.0874.6
CB LWS2021.0473.5
Mixup2021.0873.1
CE2021.0472.1
Focal loss2021.0870.4
Baseline2021.0869.8
OursIPC=502024.0864
OursIPC=202024.0858.2
OursIPC=102024.0853.4
IDMIPC=502024.0853.1
RandomIPC=502024.0852.6
IDMIPC=202024.0850.9
IDMIPC=102024.0849.8
MTTIPC=502024.0847.8
DATMIPC=502024.0844.3
DREAMIPC=502024.0842.2
MTTIPC=202024.0841.6
RandomIPC=202024.0841.4
DATMIPC=202024.0838.9
DCIPC=202024.0838.1
MTTIPC=102024.0837.7
DATMIPC=102024.0837.3
DCIPC=102024.0836.7
DCIPC=502024.0835.3
DREAMIPC=202024.0834.9
RandomIPC=102024.0834.4
Graph-CutIPC=502024.0833.3
DREAMIPC=102024.0830.8
MinimaxIPC=502024.0828
Graph-CutIPC=202024.0826
K-Center GreedyIPC=502024.0824.2
MinimaxIPC=202024.0823.3
Graph-CutIPC=102024.0822.9
MinimaxIPC=102024.0819.9
K-Center GreedyIPC=202024.0819
K-Center GreedyIPC=102024.0816.2