Image Classification on CIFAR-10 1.0 (test)
99.03AccuracyDeiT-small
Evaluation results
| Method | Links | |
|---|---|---|
| DeiT-smallPre-training Method=ToE r1=0.5, Pre-training Acceleration=1.3x, Fine-tuning Method=Baseline [4], Fine-tuning Acceleration=1.0x2024.03 | 99.03 | |
| DeiT-smallPre-training Method=ToE r1=0.5, Pre-training Acceleration=1.3x, Fine-tuning Method=ToE r1=0.5, Fine-tuning Acceleration=1.3x2024.03 | 98.99 | |
| DeiT-smallPre-training Method=Baseline [4], Pre-training Acceleration=1.3x, Fine-tuning Method=ToE r1=0.5, Fine-tuning Acceleration=1.3x2024.03 | 98.96 | |
| DeiT-smallPre-training Method=Baseline [4], Pre-training Acceleration=1.0x, Fine-tuning Method=Baseline [4], Fine-tuning Acceleration=1.0x2024.03 | 98.93 | |
| DeiT-tinyPre-training Method=ToE r1=0.5, Pre-training Acceleration=1.3x, Fine-tuning Method=Baseline [4], Fine-tuning Acceleration=1.0x2024.03 | 98.19 | |
| DeiT-tinyPre-training Method=ToE r1=0.5, Pre-training Acceleration=1.3x, Fine-tuning Method=ToE r1=0.5, Fine-tuning Acceleration=1.3x2024.03 | 98.16 | |
| DeiT-tinyPre-training Method=Baseline [4], Pre-training Acceleration=1.0x, Fine-tuning Method=ToE r1=0.5, Fine-tuning Acceleration=1.3x2024.03 | 98.1 | |
| DeiT-tinyPre-training Method=Baseline [4], Pre-training Acceleration=1.0x, Fine-tuning Method=Baseline [4], Fine-tuning Acceleration=1.0x2024.03 | 98.07 | |
| SelfMatchNumber of labels=40002021.01 | 95.94 | |
| SupervisedNumber of labels=all2021.01 | 95.87 | |
| FixMatch(RA)Number of labels=40002021.01 | 95.74 | |
| ReMixMatchNumber of labels=40002021.01 | 95.28 | |
| SelfMatchNumber of labels=2502021.01 | 95.13 | |
| UDANumber of labels=40002021.01 | 95.12 | |
| FixMatch(RA)Number of labels=2502021.01 | 94.93 | |
| ReMixMatchNumber of labels=2502021.01 | 94.56 | |
| MixMatchNumber of labels=40002021.01 | 93.58 | |
| SelfMatchNumber of labels=402021.01 | 93.19 | |
| UDANumber of labels=2502021.01 | 91.18 | |
| Mean TeacherNumber of labels=40002021.01 | 90.81 | |
| MixMatchNumber of labels=2502021.01 | 88.95 | |
| FixMatch(RA)Number of labels=402021.01 | 86.19 | |
| Pi-ModelNumber of labels=40002021.01 | 85.99 | |
| Pseudo-LabelNumber of labels=40002021.01 | 83.91 | |
| ReMixMatchNumber of labels=402021.01 | 80.9 | |
| UDANumber of labels=402021.01 | 70.95 | |
| Mean TeacherNumber of labels=2502021.01 | 67.68 | |
| AUENetwork=ResNet-50, Learning Protocol=Contrastive Learning (CL)2024.02 | 53.4 | |
| MixMatchNumber of labels=402021.01 | 52.46 | |
| AUENetwork=DenseNet-121, Learning Protocol=Contrastive Learning (CL)2024.02 | 50.5 | |
| Pseudo-LabelNumber of labels=2502021.01 | 50.22 | |
| AUENetwork=VGG-19, Learning Protocol=Contrastive Learning (CL)2024.02 | 48.2 | |
| Pi-ModelNumber of labels=2502021.01 | 45.74 | |
| UT-AAPNetwork=VGG-19, Learning Protocol=Supervised Learning (SL)2024.02 | 43.5 | |
| T-AAPNetwork=VGG-19, Learning Protocol=Contrastive Learning (CL)2024.02 | 41.7 | |
| T-AAPNetwork=ResNet-50, Learning Protocol=Contrastive Learning (CL)2024.02 | 41.5 | |
| AUENetwork=MobileNet v2, Learning Protocol=Contrastive Learning (CL)2024.02 | 41.4 | |
| UT-AAPNetwork=ResNet-50, Learning Protocol=Contrastive Learning (CL)2024.02 | 38.4 | |
| UT-AAPNetwork=DenseNet-121, Learning Protocol=Supervised Learning (SL)2024.02 | 37.5 | |
| T-AAPNetwork=DenseNet-121, Learning Protocol=Contrastive Learning (CL)2024.02 | 35.3 | |
| UT-AAPNetwork=ResNet-50, Learning Protocol=Supervised Learning (SL)2024.02 | 33.2 | |
| UT-AAPNetwork=DenseNet-121, Learning Protocol=Contrastive Learning (CL)2024.02 | 31.3 | |
| T-AAPNetwork=MobileNet v2, Learning Protocol=Contrastive Learning (CL)2024.02 | 29.8 | |
| UT-AAPNetwork=MobileNet v2, Learning Protocol=Supervised Learning (SL)2024.02 | 27.8 | |
| AUENetwork=VGG-19, Learning Protocol=Supervised Learning (SL)2024.02 | 23.2 | |
| UT-AAPNetwork=MobileNet v2, Learning Protocol=Contrastive Learning (CL)2024.02 | 19.9 | |
| AUENetwork=DenseNet-121, Learning Protocol=Supervised Learning (SL)2024.02 | 19.5 | |
| UT-AAPNetwork=VGG-19, Learning Protocol=Contrastive Learning (CL)2024.02 | 18 | |
| AUENetwork=MobileNet v2, Learning Protocol=Supervised Learning (SL)2024.02 | 17.2 | |
| AUENetwork=ResNet-50, Learning Protocol=Supervised Learning (SL)2024.02 | 16.4 | |
| T-AAPNetwork=MobileNet v2, Learning Protocol=Supervised Learning (SL)2024.02 | 12.1 | |
| T-AAPNetwork=VGG-19, Learning Protocol=Supervised Learning (SL)2024.02 | 10.7 | |
| T-AAPNetwork=DenseNet-121, Learning Protocol=Supervised Learning (SL)2024.02 | 10.4 | |
| T-AAPNetwork=ResNet-50, Learning Protocol=Supervised Learning (SL)2024.02 | 8.9 |