Image Classification on SVHN (test)
99.5AccuracyMultitask
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MultitaskBackbone=ViT-B/32, #Params=x1, Merging Strategy=N/A2026.05 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | |
| RandAugmentBackbone=Wide-ResNet-28-10, search space size=10^22019.09 | 99 | — | — | — | — | — | — | — | — | — | — | — | |
| RandAugmentArchitecture=Wide-ResNet-28-102019.09 | 99 | — | — | — | — | — | — | — | — | — | — | — | |
| AutoAugment (AA)Backbone=Wide-ResNet-28-10, search space size=10^322019.09 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | |
| Population Based Augmentation (PBA)Backbone=Wide-ResNet-28-10, search space size=10^612019.09 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | |
| PBAArchitecture=Wide-ResNet-28-102019.09 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | |
| AutoAugmentArchitecture=Wide-ResNet-28-102019.09 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | |
| Fast AutoAugment (Fast AA)Backbone=Wide-ResNet-28-10, search space size=10^322019.09 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | |
| Fast AAArchitecture=Wide-ResNet-28-102019.09 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | |
| AutoAugmentArchitecture=Wide-ResNet-28-22019.09 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | |
| RandAugmentArchitecture=Wide-ResNet-28-22019.09 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | |
| BaselineBackbone=Wide-ResNet-28-10, search space size=02019.09 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | |
| baselineArchitecture=Wide-ResNet-28-102019.09 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | |
| RandAugmentArchitecture=Wide-ResNet-28-22019.09 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | |
| RandAugmentArchitecture=Wide-ResNet-28-102019.09 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | |
| baselineArchitecture=Wide-ResNet-28-22019.09 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | |
| FixMatch+CR++Number of labels=1000 labels2022.01 | 98.11 | — | — | — | — | — | — | — | — | — | — | — | |
| AutoAugmentArchitecture=Wide-ResNet-28-102019.09 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | |
| LLP-DCBag Size=162026.03 | 98.01 | — | — | — | — | — | — | — | — | — | — | — | |
| AutoAugmentArchitecture=Wide-ResNet-28-22019.09 | 98 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=4, base_balance_method=1, iterations=+402020.06 | 98 | — | — | — | — | — | — | — | — | — | — | — | |
| LLP-DCBag Size=322026.03 | 97.99 | — | — | — | — | — | — | — | — | — | — | — | |
| LLP-DCBag Size=642026.03 | 97.97 | — | — | — | — | — | — | — | — | — | — | — | |
| LLP-DCBag Size=1282026.03 | 97.97 | — | — | — | — | — | — | — | — | — | — | — | |
| FixMatch+CR++Number of labels=250 labels2022.01 | 97.95 | — | — | — | — | — | — | — | — | — | — | — | |
| L2P-AHILBag Size=162026.03 | 97.91 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=1, base_balance_method=1, iterations=+52020.06 | 97.9 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=1, base_balance_method=1, iterations=+102020.06 | 97.9 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=1, base_balance_method=1, iterations=+202020.06 | 97.9 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=2, base_balance_method=1, iterations=+102020.06 | 97.9 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=3, base_balance_method=1, iterations=+102020.06 | 97.9 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=3, base_balance_method=1, iterations=+402020.06 | 97.9 | — | — | — | — | — | — | — | — | — | — | — | |
| L2P-AHILBag Size=322026.03 | 97.88 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=1, base_balance_method=1, iterations=+402020.06 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=3, base_balance_method=1, iterations=+52020.06 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=3, base_balance_method=1, iterations=+202020.06 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | |
| Fully Supervised BaselineSupervision=Fully Supervised2026.03 | 97.77 | — | — | — | — | — | — | — | — | — | — | — | |
| L2P-AHILBag Size=642026.03 | 97.74 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=2, base_balance_method=1, iterations=+402020.06 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | |
| NoisyDARTSSearch Space=S4, Search Space Strategy=NFA, Aggregation Protocol=Best of 3 runs2020.05 | 97.67 | — | — | — | — | — | — | — | — | — | — | — | |
| L2P-AHILBag Size=1282026.03 | 97.67 | — | — | — | — | — | — | — | — | — | — | — | |
| NoisyDARTSSearch Space=S2, Search Space Strategy=OFS, Aggregation Protocol=Best of 3 runs2020.05 | 97.66 | — | — | — | — | — | — | — | — | — | — | — | |
| SDARTS-ADVSearch Space=S2, Search Space Strategy=OFS, Aggregation Protocol=Best of 3 runs2020.05 | 97.65 | — | — | — | — | — | — | — | — | — | — | — | |
| SDARTS-RSSearch Space=S3, Search Space Strategy=OFS, Aggregation Protocol=Best of 3 runs2020.05 | 97.64 | — | — | — | — | — | — | — | — | — | — | — | |
| NoisyDARTSSearch Space=S3, Search Space Strategy=OFS, Aggregation Protocol=Best of 3 runs2020.05 | 97.63 | — | — | — | — | — | — | — | — | — | — | — | |
| SDARTS-RSSearch Space=S2, Search Space Strategy=OFS, Aggregation Protocol=Best of 3 runs2020.05 | 97.61 | — | — | — | — | — | — | — | — | — | — | — | |
| FixMatch+CRNumber of labels=1000 labels2022.01 | 97.61 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=2, base_balance_method=1, iterations=+202020.06 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=4, base_balance_method=1, iterations=+52020.06 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | |
| NoisyDARTSSearch Space=S2, Search Space Strategy=OFS, Aggregation Protocol=Average of 3 runs2020.05 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | |
| SDARTS-ADVSearch Space=S3, Search Space Strategy=OFS, Aggregation Protocol=Best of 3 runs2020.05 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | |
| RCADBackbone=ResNet-182022.06 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | |
| NoisyDARTSSearch Space=S4, Search Space Strategy=NFA, Aggregation Protocol=Average of 3 runs2020.05 | 97.59 | — | — | — | — | — | — | — | — | — | — | — | |
| NoisyDARTSSearch Space=S3, Search Space Strategy=OFS, Aggregation Protocol=Average of 3 runs2020.05 | 97.58 | — | — | — | — | — | — | — | — | — | — | — | |
| SDARTS-ADVSearch Space=S4, Search Space Strategy=NFA, Aggregation Protocol=Best of 3 runs2020.05 | 97.58 | — | — | — | — | — | — | — | — | — | — | — | |
| FixMatch+CRNumber of labels=250 labels2022.01 | 97.55 | — | — | — | — | — | — | — | — | — | — | — | |
| SDARTS-RSSearch Space=S4, Search Space Strategy=NFA, Aggregation Protocol=Best of 3 runs2020.05 | 97.54 | — | — | — | — | — | — | — | — | — | — | — | |
| UDANumber of labels=1000 labels2022.01 | 97.54 | — | — | — | — | — | — | — | — | — | — | — | |
| RDARTS-L2Search Space=S3, Search Space Strategy=OFS, Aggregation Protocol=Best of 3 runs2020.05 | 97.52 | — | — | — | — | — | — | — | — | — | — | — | |
| SDARTS-ADVSearch Space=S1, Search Space Strategy=OFS, Aggregation Protocol=Best of 3 runs2020.05 | 97.51 | — | — | — | — | — | — | — | — | — | — | — | |
| NoisyDARTSSearch Space=S1, Search Space Strategy=OFS, Aggregation Protocol=Best of 3 runs2020.05 | 97.51 | — | — | — | — | — | — | — | — | — | — | — | |
| RDARTS-L2Search Space=S4, Search Space Strategy=NFA, Aggregation Protocol=Best of 3 runs2020.05 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | |
| ERMBackbone=ResNet-182022.06 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | |
| ADABackbone=ResNet-182022.06 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | |
| IndividualsBackbone=ViT-B/32, #Params=x8, Merging Strategy=N/A2026.05 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | |
| RDARTS-L2Search Space=S2, Search Space Strategy=OFS, Aggregation Protocol=Best of 3 runs2020.05 | 97.49 | — | — | — | — | — | — | — | — | — | — | — | |
| SelfMatchNumber of labels=1000 labels2022.01 | 97.49 | — | — | — | — | — | — | — | — | — | — | — | |
| RDARTS-ADASearch Space=S4, Search Space Strategy=NFA, Aggregation Protocol=Average of 3 runs2020.05 | 97.48 | — | — | — | — | — | — | — | — | — | — | — | |
| FixMatchNumber of labels=1000 labels2022.01 | 97.46 | — | — | — | — | — | — | — | — | — | — | — | |
| RDARTS-ESSearch Space=S4, Search Space Strategy=NFA, Aggregation Protocol=Average of 3 runs2020.05 | 97.45 | — | — | — | — | — | — | — | — | — | — | — | |
| NoisyDARTSSearch Space=S1, Search Space Strategy=OFS, Aggregation Protocol=Average of 3 runs2020.05 | 97.44 | — | — | — | — | — | — | — | — | — | — | — | |
| RDARTS-ADASearch Space=S3, Search Space Strategy=OFS, Aggregation Protocol=Average of 3 runs2020.05 | 97.42 | — | — | — | — | — | — | — | — | — | — | — | |
| RDARTS-ADASearch Space=S1, Search Space Strategy=OFS, Aggregation Protocol=Average of 3 runs2020.05 | 97.41 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSSprototype_set=1, balance_method=12020.06 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSSprototype_set=2, balance_method=12020.06 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | |
| ME-ADABackbone=ResNet-182022.06 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | |
| SelfMatchNumber of labels=250 labels2022.01 | 97.37 | — | — | — | — | — | — | — | — | — | — | — | |
| ReMixMatchNumber of labels=1000 labels2022.01 | 97.35 | — | — | — | — | — | — | — | — | — | — | — | |
| RDARTS-ESSearch Space=S2, Search Space Strategy=OFS, Aggregation Protocol=Average of 3 runs2020.05 | 97.32 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSSprototype_set=3, balance_method=12020.06 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | |
| FixMatchNumber of labels=250 labels2022.01 | 97.28 | — | — | — | — | — | — | — | — | — | — | — | |
| RDARTS-ESSearch Space=S3, Search Space Strategy=OFS, Aggregation Protocol=Average of 3 runs2020.05 | 97.22 | — | — | — | — | — | — | — | — | — | — | — | |
| RDARTS-ADASearch Space=S2, Search Space Strategy=OFS, Aggregation Protocol=Average of 3 runs2020.05 | 97.21 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSSprototype_set=3, balance_method=22020.06 | 97.2 | — | — | — | — | — | — | — | — | — | — | — | |
| RDARTS-ESSearch Space=S1, Search Space Strategy=OFS, Aggregation Protocol=Average of 3 runs2020.05 | 97.2 | — | — | — | — | — | — | — | — | — | — | — | |
| SDARTS-RSSearch Space=S1, Search Space Strategy=OFS, Aggregation Protocol=Best of 3 runs2020.05 | 97.14 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSSprototype_set=2, balance_method=22020.06 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSSprototype_set=2, balance_method=32020.06 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSSprototype_set=3, balance_method=32020.06 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | |
| DARTSSearch Space=S4, Search Space Strategy=NFA, Aggregation Protocol=Average of 3 runs2020.05 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | |
| ReMixMatchNumber of labels=250 labels2022.01 | 97.08 | — | — | — | — | — | — | — | — | — | — | — | |
| RepLBackbone=ResNet-110, GPU Memory (GB)=7.62 (↓18.2%), Training Time (s/epoch)=30.08 (↓19.5%)2026.05 | 97.06 | — | — | — | — | — | — | — | — | — | — | — | |
| FixMatch+CR++Number of labels=40 labels2022.01 | 97.05 | — | — | — | — | — | — | — | — | — | — | — | |
| BOSS + self-trainingprototype_set=4, base_balance_method=1, iterations=+202020.06 | 97 | — | — | — | — | — | — | — | — | — | — | — | |
| RepLBackbone=ResNet-32, GPU Memory (GB)=2.69 (↓20.4%), Training Time (s/epoch)=11.94 (↓14.0%)2026.05 | 96.97 | — | — | — | — | — | — | — | — | — | — | — | |
| SAMBackbone=ResNet-50, Pruning Ratio=Dense, WCR=w/o2025.11 | 96.96 | — | — | — | — | — | — | — | — | — | — | — | |
| DLLPBag Size=322026.03 | 96.93 | — | — | — | — | — | — | — | — | — | — | — | |
| E2EBackbone=ResNet-110, GPU Memory (GB)=9.31, Training Time (s/epoch)=37.382026.05 | 96.93 | — | — | — | — | — | — | — | — | — | — | — | |
| DCNet++epochs=50E2018.05 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | |
| baselineArchitecture=Wide-ResNet-28-102019.09 | 96.9 | — | — | — | — | — | — | — | — | — | — | — |