Image Classification on CIFAR10 (Top-1 Accuracy)
96.78Top-1 AccuracyAXIS
Evaluation results
| Method | Links | |
|---|---|---|
| AXISArchitecture=ViT-B-322025.08 | 96.78 | |
| Stable SpikeArchitecture=ResNet-19, T=42026.03 | 96.73 | |
| Weak2StrongArchitecture=ResNet-19, T=42026.03 | 96.66 | |
| aTLASArchitecture=ViT-B-322025.08 | 96.51 | |
| RateBPArchitecture=ResNet-19, T=42026.03 | 96.26 | |
| CLIPmode=zero-shot2022.08 | 96.2 | |
| QKFormerArchitecture=QKFormer, T=42026.03 | 96.18 | |
| SNN-ViTArchitecture=SNN-ViT, T=42026.03 | 96.1 | |
| LOUPEmode=zero-shot2022.08 | 95.9 | |
| DeepTAGEArchitecture=ResNet-18, T=42026.03 | 95.86 | |
| FixMatchData Partitioning=Centralized, Number of Supervised=40002021.06 | 95.7 | |
| Stable SpikeArchitecture=ResNet-18, T=42026.03 | 95.7 | |
| RateBPArchitecture=ResNet-18, T=42026.03 | 95.61 | |
| KvLIFNetwork Architecture=ResNet-18, Timestep=62026.03 | 95.55 | |
| ILIFNetwork Architecture=ResNet-18, Timestep=62026.03 | 95.49 | |
| CLIFNetwork Architecture=ResNet-18, Timestep=62026.03 | 95.41 | |
| DSRNetwork Architecture=PreAct-ResNet-18, Timestep=202026.03 | 95.4 | |
| Fully SupervisedData Partitioning=Centralized2021.06 | 95.3 | |
| ReMixMatchData Partitioning=Centralized, Number of Supervised=40002021.06 | 95.3 | |
| KvLIFNetwork Architecture=ResNet-18, Timestep=42026.03 | 95.28 | |
| ILIFNetwork Architecture=ResNet-18, Timestep=42026.03 | 95.24 | |
| SLTArchitecture=ResNet-19, T=42026.03 | 95.18 | |
| LSGArchitecture=ResNet-19, T=42026.03 | 95.17 | |
| SMLNetwork Architecture=ResNet-18, Timestep=62026.03 | 95.12 | |
| UDAData Partitioning=Centralized, Number of Supervised=40002021.06 | 95.1 | |
| SMLNetwork Architecture=ResNet-18, Timestep=42026.03 | 95.01 | |
| FixMatchData Partitioning=Centralized, Number of Supervised=2502021.06 | 94.9 | |
| CLIFNetwork Architecture=ResNet-18, Timestep=42026.03 | 94.89 | |
| GLIFNetwork Architecture=ResNet-18, Timestep=62026.03 | 94.88 | |
| SCEEvaluation protocol=Linear classifier2021.11 | 94.8 | |
| GLIFNetwork Architecture=ResNet-18, Timestep=42026.03 | 94.64 | |
| ReMixMatchData Partitioning=Centralized, Number of Supervised=2502021.06 | 94.6 | |
| KvLIFNetwork Architecture=VGG-16, Timestep=62026.03 | 94.36 | |
| HeteroFLData Partitioning=IID2021.06 | 94.3 | |
| ILIFNetwork Architecture=VGG-16, Timestep=62026.03 | 94.25 | |
| DspikeNetwork Architecture=Modified ResNet-18, Timestep=62026.03 | 94.05 | |
| Temporal PruningNetwork Architecture=VGG-16, Timestep=52026.03 | 93.9 | |
| NNCLREvaluation protocol=Linear classifier2021.11 | 93.7 | |
| DspikeNetwork Architecture=Modified ResNet-18, Timestep=42026.03 | 93.66 | |
| MixMatchData Partitioning=Centralized, Number of Supervised=40002021.06 | 93.6 | |
| SupervisedEvaluation protocol=Linear classifier2021.11 | 93.6 | |
| KDSNNArchitecture=ResNet-18, T=42026.03 | 93.41 | |
| xCLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.10 | 93.4 | |
| nCLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.10 | 93.2 | |
| SemiFLData Partitioning=IID, Number of Supervised=40002021.06 | 93.1 | |
| CLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.10 | 92 | |
| HeteroFLData Partitioning=Non-IID, Dir(0.3)2021.06 | 91.6 | |
| BYOLEvaluation protocol=Linear classifier2021.11 | 91.3 | |
| UDAData Partitioning=Centralized, Number of Supervised=2502021.06 | 91.2 | |
| Mean TeacherData Partitioning=Centralized, Number of Supervised=40002021.06 | 90.8 | |
| SimCLREvaluation protocol=Linear classifier2021.11 | 90.5 | |
| MixMatchData Partitioning=Centralized, Number of Supervised=2502021.06 | 89 | |
| SemiFLData Partitioning=Non-IID, Dir(0.3), Number of Supervised=40002021.06 | 88.9 | |
| SemiFLData Partitioning=IID, Number of Supervised=2502021.06 | 88.2 | |
| FNG-CEBackbone=ResNet-502026.03 | 87.94 | |
| CEBackbone=ResNet-502026.03 | 87.42 | |
| CLIPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.03 | 87.19 | |
| GLADIATORBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03 | 86.94 | |
| FNG-CEBackbone=ResNet-182026.03 | 86.83 | |
| AGFTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03 | 86.72 | |
| CEBackbone=ResNet-182026.03 | 86.36 | |
| CE+L2Backbone=ResNet-502026.03 | 86.24 | |
| CE+L2Backbone=ResNet-182026.03 | 86.23 | |
| Pi-ModelData Partitioning=Centralized, Number of Supervised=40002021.06 | 86 | |
| SemiFLData Partitioning=Non-IID, K=2, Number of Supervised=40002021.06 | 85.3 | |
| HeteroFLData Partitioning=Non-IID, Dir(0.1)2021.06 | 85 | |
| SemiFLData Partitioning=Non-IID, Dir(0.1), Number of Supervised=40002021.06 | 84.5 | |
| Pseudo-LabelingData Partitioning=Centralized, Number of Supervised=40002021.06 | 83.9 | |
| PMG-AFTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03 | 83.24 | |
| TGA-ZSRBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03 | 81.18 | |
| TeCoABackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Training Strategy=Adversarially fine-tuned2026.03 | 78.75 | |
| Partially SupervisedData Partitioning=Centralized, Number of Supervised=40002021.06 | 76.9 | |
| SemiFLData Partitioning=Non-IID, Dir(0.3), Number of Supervised=2502021.06 | 71.9 | |
| Mean TeacherData Partitioning=Centralized, Number of Supervised=2502021.06 | 67.7 | |
| MP-FedKDNumber of clients=102026.03 | 67.1 | |
| MP-FedKDNumber of clients=202026.03 | 63.55 | |
| SemiFLData Partitioning=Non-IID, Dir(0.1), Number of Supervised=2502021.06 | 63 | |
| MOONNumber of clients=102026.03 | 61.83 | |
| SemiFLData Partitioning=Non-IID, K=2, Number of Supervised=2502021.06 | 60 | |
| FedMatchData Partitioning=Non-IID, Dir(0.1), Number of Supervised=40002021.06 | 58.9 | |
| FedMatchData Partitioning=IID, Number of Supervised=40002021.06 | 58.6 | |
| FedMatchData Partitioning=Non-IID, Dir(0.3), Number of Supervised=40002021.06 | 58.4 | |
| FedMatchData Partitioning=Non-IID, K=2, Number of Supervised=40002021.06 | 58.3 | |
| MP-FedKDNumber of clients=502026.03 | 57.01 | |
| HeteroFLData Partitioning=Non-IID, K=22021.06 | 51.5 | |
| Pseudo-LabelingData Partitioning=Centralized, Number of Supervised=2502021.06 | 50.2 | |
| FedRGDData Partitioning=Non-IID, K=2, Number of Supervised=40002021.06 | 48.9 | |
| FedASNumber of clients=102026.03 | 48.16 | |
| FedRGDData Partitioning=IID, Number of Supervised=40002021.06 | 47.8 | |
| FedRGDData Partitioning=Non-IID, Dir(0.3), Number of Supervised=40002021.06 | 46.9 | |
| Pi-ModelData Partitioning=Centralized, Number of Supervised=2502021.06 | 45.7 | |
| FedRGDData Partitioning=Non-IID, Dir(0.1), Number of Supervised=40002021.06 | 45.2 | |
| E-FPKDNumber of clients=102026.03 | 44.94 | |
| FedProtoNumber of clients=102026.03 | 44.58 | |
| MOONNumber of clients=202026.03 | 43.02 | |
| Partially SupervisedData Partitioning=Centralized, Number of Supervised=2502021.06 | 42.4 | |
| FedASNumber of clients=202026.03 | 42.34 | |
| FedMatchData Partitioning=IID, Number of Supervised=2502021.06 | 41.7 | |
| FedMatchData Partitioning=Non-IID, Dir(0.1), Number of Supervised=2502021.06 | 41.6 | |
| FedMatchData Partitioning=Non-IID, K=2, Number of Supervised=2502021.06 | 41.3 |