OpenCodePapers
data-augmentation-on-imagenet
Data Augmentation
Dataset Link
Results over time
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Paper
Code
Accuracy (%)
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ModelName
ReleaseDate
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MixPro: Data Augmentation with MaskMix and Progressive Attention Labeling for Vision Transformer
✓ Link
82.9
DeiT-B (+MixPro)
2023-04-24
Deep AutoAugment
✓ Link
81.32
ResNet-200 (DeepAA)
2022-03-11
MixPro: Data Augmentation with MaskMix and Progressive Attention Labeling for Vision Transformer
✓ Link
81.3
DeiT-S (+MixPro)
2023-04-24
Fast AutoAugment
✓ Link
80.6
ResNet-200 (Fast AA)
2019-05-01
UniformAugment: A Search-free Probabilistic Data Augmentation Approach
✓ Link
80.4
ResNet-200 (UA)
2020-03-31
AutoAugment: Learning Augmentation Policies from Data
✓ Link
80.0
ResNet-200 (AA)
2018-05-24
Deep AutoAugment
✓ Link
78.30
ResNet-50 (DeepAA)
2022-03-11
TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation
✓ Link
78.07
ResNet-50 (TA wide)
2021-03-18
Tailoring Self-Supervision for Supervised Learning
✓ Link
77.72
ResNet-50 (LoRot-E)
2022-07-20
Tailoring Self-Supervision for Supervised Learning
✓ Link
77.71
ResNet-50 (LoRot-I)
2022-07-20
UniformAugment: A Search-free Probabilistic Data Augmentation Approach
✓ Link
77.63
ResNet-50 (UA)
2020-03-31
AutoAugment: Learning Augmentation Policies from Data
✓ Link
77.6
ResNet-50 (AA)
2018-05-24
Fast AutoAugment
✓ Link
77.6
ResNet-50 (Fast AA)
2019-05-01
RandAugment: Practical automated data augmentation with a reduced search space
✓ Link
77.6
ResNet-50 (RA)
2019-09-30
DADA: Differentiable Automatic Data Augmentation
✓ Link
77.5
ResNet-50 (DADA)
2020-03-08
Faster AutoAugment: Learning Augmentation Strategies using Backpropagation
✓ Link
76.5
ResNet-50 (Faster AA)
2019-11-16
MixPro: Data Augmentation with MaskMix and Progressive Attention Labeling for Vision Transformer
✓ Link
73.8
DeiT-T (+MixPro)
2023-04-24