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ResearchFormerly WizWand

Image Classification on CIFAR-100 Long-tailed (val)

65.29Top-1 Accuracy (Overall)Feature Space Augmentation
24.334834.967445.656.2326Aug 9, 2020
Updated 8mo ago

Evaluation results

MethodLinks
Feature Space AugmentationBackbone=ResNet-34, Imbalance Factor (IM)=102020.0865.29————
Feature Space AugmentationBackbone=ResNet-18, Imbalance Factor (IM)=102020.0865.08————
FLBackbone=ResNet-34, Imbalance Factor (IM)=10, gamma=1.02020.0864.83————
FLBackbone=ResNet-34, Imbalance Factor (IM)=10, gamma=2.02020.0864.48————
FLBackbone=ResNet-34, Imbalance Factor (IM)=10, gamma=0.52020.0864.36————
CBBackbone=ResNet-34, Imbalance Factor (IM)=10, beta=0.92020.0864.14————
BaselineBackbone=ResNet-34, Imbalance Factor (IM)=102020.0863.87————
FLBackbone=ResNet-18, Imbalance Factor (IM)=10, gamma=2.02020.0863.37————
CBBackbone=ResNet-18, Imbalance Factor (IM)=10, beta=0.92020.0863.1————
CBBackbone=ResNet-34, Imbalance Factor (IM)=10, beta=0.9992020.0863.05————
FLBackbone=ResNet-18, Imbalance Factor (IM)=10, gamma=1.02020.0862.85————
FLBackbone=ResNet-18, Imbalance Factor (IM)=10, gamma=0.52020.0862.64————
BaselineBackbone=ResNet-18, Imbalance Factor (IM)=102020.0862.59————
CBBackbone=ResNet-34, Imbalance Factor (IM)=10, beta=0.99992020.0862.28————
CBBackbone=ResNet-18, Imbalance Factor (IM)=10, beta=0.9992020.0861.76————
CBBackbone=ResNet-18, Imbalance Factor (IM)=10, beta=0.99992020.0860.71————
SLABackbone=ResNet-182020.0859.89————
Feature Space AugmentationBackbone=ResNet-34, Imbalance Factor (IM)=202020.0859.75————
FLBackbone=ResNet-34, Imbalance Factor (IM)=20, gamma=1.02020.0858.78————
Feature Space AugmentationBackbone=ResNet-18, Imbalance Factor (IM)=202020.0858.69————
FLBackbone=ResNet-34, Imbalance Factor (IM)=20, gamma=2.02020.0858.55————
FLBackbone=ResNet-34, Imbalance Factor (IM)=20, gamma=0.52020.0858.45————
CBBackbone=ResNet-34, Imbalance Factor (IM)=20, beta=0.92020.0858.03————
BaselineBackbone=ResNet-34, Imbalance Factor (IM)=202020.0857.55————
FLBackbone=ResNet-18, Imbalance Factor (IM)=20, gamma=1.02020.0857.22————
FLBackbone=ResNet-18, Imbalance Factor (IM)=20, gamma=2.02020.0857.15————
BaselineBackbone=ResNet-18, Imbalance Factor (IM)=202020.0857.09————
CBBackbone=ResNet-18, Imbalance Factor (IM)=20, beta=0.92020.0857.02————
FLBackbone=ResNet-18, Imbalance Factor (IM)=20, gamma=0.52020.0857.02————
CBBackbone=ResNet-18, Imbalance Factor (IM)=20, beta=0.9992020.0855.3————
CBBackbone=ResNet-34, Imbalance Factor (IM)=20, beta=0.9992020.0854.13————
CBBackbone=ResNet-18, Imbalance Factor (IM)=20, beta=0.99992020.0853.93————
CBBackbone=ResNet-34, Imbalance Factor (IM)=20, beta=0.99992020.0853.64————
Feature Space AugmentationBackbone=ResNet-34, Imbalance Factor (IM)=502020.0852.17————
Feature Space AugmentationBackbone=ResNet-18, Imbalance Factor (IM)=502020.0851.9————
BaselineBackbone=ResNet-18, Imbalance Factor (IM)=502020.0848.55————
Feature Space AugmentationBackbone=ResNet-34, Imbalance Factor (IM)=1002020.0848.51————
CBBackbone=ResNet-34, Imbalance Factor (IM)=50, beta=0.92020.0848.44————
FLBackbone=ResNet-34, Imbalance Factor (IM)=50, gamma=0.52020.0848.31————
FLBackbone=ResNet-34, Imbalance Factor (IM)=50, gamma=1.02020.0848.24————
CBBackbone=ResNet-18, Imbalance Factor (IM)=50, beta=0.92020.0848.15————
BaselineBackbone=ResNet-34, Imbalance Factor (IM)=502020.0848.07————
FLBackbone=ResNet-18, Imbalance Factor (IM)=50, gamma=0.52020.0847.9————
FLBackbone=ResNet-18, Imbalance Factor (IM)=50, gamma=1.02020.0847.76————
FLBackbone=ResNet-34, Imbalance Factor (IM)=50, gamma=2.02020.0847.47————
FLBackbone=ResNet-18, Imbalance Factor (IM)=50, gamma=2.02020.0847————
Feature Space AugmentationBackbone=ResNet-18, Imbalance Factor (IM)=1002020.0846.57————
SLABackbone=ResNet-342020.0845.53————
CBBackbone=ResNet-18, Imbalance Factor (IM)=50, beta=0.9992020.0844.28————
BaselineBackbone=ResNet-18, Imbalance Factor (IM)=1002020.0843.65————
BaselineBackbone=ResNet-34, Imbalance Factor (IM)=1002020.0843.55————
CBBackbone=ResNet-18, Imbalance Factor (IM)=100, beta=0.92020.0843.51————
FLBackbone=ResNet-34, Imbalance Factor (IM)=100, gamma=2.02020.0843.33————
CBBackbone=ResNet-34, Imbalance Factor (IM)=100, beta=0.92020.0842.94————
Feature Space AugmentationBackbone=ResNet-18, Imbalance Factor (IM)=2002020.0842.84————
FLBackbone=ResNet-18, Imbalance Factor (IM)=100, gamma=0.52020.0842.82————
FLBackbone=ResNet-18, Imbalance Factor (IM)=100, gamma=1.02020.0842.81————
FLBackbone=ResNet-34, Imbalance Factor (IM)=100, gamma=0.52020.0842.72————
FLBackbone=ResNet-34, Imbalance Factor (IM)=100, gamma=1.02020.0842.64————
FLBackbone=ResNet-18, Imbalance Factor (IM)=100, gamma=2.02020.0842.18————
CBBackbone=ResNet-18, Imbalance Factor (IM)=50, beta=0.99992020.0842.02————
Feature Space AugmentationBackbone=ResNet-34, Imbalance Factor (IM)=2002020.0841.46————
CBBackbone=ResNet-34, Imbalance Factor (IM)=50, beta=0.9992020.0840.89————
FLBackbone=ResNet-18, Imbalance Factor (IM)=200, gamma=1.02020.0840.47————
FLBackbone=ResNet-18, Imbalance Factor (IM)=200, gamma=2.02020.0840.31————
CBBackbone=ResNet-34, Imbalance Factor (IM)=50, beta=0.99992020.0840.03————
BaselineBackbone=ResNet-18, Imbalance Factor (IM)=2002020.0838.87————
CBBackbone=ResNet-34, Imbalance Factor (IM)=200, beta=0.92020.0838.84————
FLBackbone=ResNet-18, Imbalance Factor (IM)=200, gamma=0.52020.0838.73————
CBBackbone=ResNet-18, Imbalance Factor (IM)=200, beta=0.92020.0838.58————
FLBackbone=ResNet-34, Imbalance Factor (IM)=200, gamma=2.02020.0838.11————
BaselineBackbone=ResNet-34, Imbalance Factor (IM)=2002020.0837.5————
FLBackbone=ResNet-34, Imbalance Factor (IM)=200, gamma=1.02020.0837.29————
FLBackbone=ResNet-34, Imbalance Factor (IM)=200, gamma=0.52020.0836.18————
CBBackbone=ResNet-34, Imbalance Factor (IM)=100, beta=0.9992020.0832.65————
CBBackbone=ResNet-18, Imbalance Factor (IM)=100, beta=0.9992020.0832.19————
CBBackbone=ResNet-18, Imbalance Factor (IM)=100, beta=0.99992020.0831.32————
CBBackbone=ResNet-34, Imbalance Factor (IM)=100, beta=0.99992020.0829.82————
CBBackbone=ResNet-34, Imbalance Factor (IM)=200, beta=0.99992020.0826.63————
CBBackbone=ResNet-18, Imbalance Factor (IM)=200, beta=0.9992020.0826.61————
CBBackbone=ResNet-34, Imbalance Factor (IM)=200, beta=0.9992020.0826.2————
CBBackbone=ResNet-18, Imbalance Factor (IM)=200, beta=0.99992020.0825.91————
BBNBackbone=ResNet-322019.12—57.4452.9840.88—
BNNImbalance Ratio=1002020.10————57.44
BNNImbalance Ratio=102020.10————40.88
CB CEImbalance Ratio=1002020.10————67.93
CB CEImbalance Ratio=102020.10————44.15
CB FocalImbalance Ratio=1002020.10————68.08
CB FocalImbalance Ratio=102020.10————45.17
CB-FocalBackbone=ResNet-322019.12—60.454.8342.01—
CEBackbone=ResNet-322019.12—61.6856.1544.29—
CEImbalance Ratio=1002020.10————62.16
CEImbalance Ratio=102020.10————43.21
CE-DRSBackbone=ResNet-322019.12—58.3954.5241.89—
CE-DRWBackbone=ResNet-322019.12—58.4954.7141.88—
CE-DRWImbalance Ratio=1002020.10————58.64
CE-DRWImbalance Ratio=102020.10————41.53
CE-DRW-ICImbalance Ratio=1002020.10————56.89
CE-DRW-ICImbalance Ratio=102020.10————41.44
CE-ICImbalance Ratio=1002020.10————59.08