Image Classification on ImageNet-1K (Top-1)
85.25Top-1 AccuracySR-ViT-B
Evaluation Results
| Method | Links | |
|---|---|---|
| SR-ViT-BRecursion (T)=3, Resolution=384 x 384, Params (M)=41.0, GFLOPs=70.4, Distillation=true2026.07 | 85.25 | |
| SR-ViT-SRecursion (T)=4, Resolution=384 x 384, Params (M)=23.8, GFLOPs=54.8, Distillation=true2026.07 | 85.08 | |
| SR-ViT-BRecursion (T)=2, Resolution=384 x 384, Params (M)=39.9, GFLOPs=48.3, Distillation=true2026.07 | 85.07 | |
| SR-ViT-SRecursion (T)=3, Resolution=384 x 384, Params (M)=23.2, GFLOPs=41.7, Distillation=true2026.07 | 84.87 | |
| DeiT-BResolution=384 x 384, Params (M)=86.8, GFLOPs=55.5, Distillation=true2026.07 | 84.5 | |
| SR-ViT-BRecursion (T)=2, Resolution=384 x 384, Params (M)=39.9, GFLOPs=48.3, Distillation=false2026.07 | 84.39 | |
| SR-ViT-SRecursion (T)=2, Resolution=384 x 384, Params (M)=22.7, GFLOPs=28.6, Distillation=true2026.07 | 84.27 | |
| SR-ViT-SRecursion (T)=4, Resolution=384 x 384, Params (M)=23.8, GFLOPs=54.8, Distillation=false2026.07 | 84.24 | |
| SR-ViT-SRecursion (T)=3, Resolution=384 x 384, Params (M)=23.2, GFLOPs=41.7, Distillation=false2026.07 | 84.19 | |
| SR-ViT-SRecursion (T)=2, Resolution=384 x 384, Params (M)=22.7, GFLOPs=28.6, Distillation=false2026.07 | 84.07 | |
| SR-ViT-BRecursion (T)=3, Resolution=224 x 224, Params (M)=41.0, GFLOPs=21.6, Distillation=true2026.07 | 84.02 | |
| SR-ViT-BRecursion (T)=2, Resolution=224 x 224, Params (M)=39.9, GFLOPs=14.8, Distillation=true2026.07 | 83.75 | |
| SR-ViT-SRecursion (T)=4, Resolution=224 x 224, Params (M)=23.8, GFLOPs=16.3, Distillation=true2026.07 | 83.57 | |
| SR-ViT-SRecursion (T)=3, Resolution=224 x 224, Params (M)=23.2, GFLOPs=12.4, Distillation=true2026.07 | 83.36 | |
| DeiT-BResolution=224 x 224, Params (M)=86.8, GFLOPs=17.5, Distillation=true2026.07 | 83.33 | |
| SR-ViT-TRecursion (T)=3, Resolution=384 x 384, Params (M)=15.8, GFLOPs=26.2, Distillation=false2026.07 | 83.22 | |
| DeiT-BResolution=384 x 384, Params (M)=86.8, GFLOPs=55.5, Distillation=false2026.07 | 83.1 | |
| SR-ViT-BRecursion (T)=2, Resolution=224 x 224, Params (M)=39.9, GFLOPs=14.8, Distillation=false2026.07 | 82.76 | |
| SR-ViT-SRecursion (T)=2, Resolution=224 x 224, Params (M)=22.7, GFLOPs=8.5, Distillation=true2026.07 | 82.67 | |
| SR-ViT-SRecursion (T)=4, Resolution=224 x 224, Params (M)=23.8, GFLOPs=16.3, Distillation=false2026.07 | 82.48 | |
| SR-ViT-SRecursion (T)=3, Resolution=224 x 224, Params (M)=23.2, GFLOPs=12.4, Distillation=false2026.07 | 82.45 | |
| SR-ViT-TRecursion (T)=2, Resolution=384 x 384, Params (M)=15.4, GFLOPs=18.3, Distillation=false2026.07 | 82.21 | |
| H8(ViT-H/16)FLOPs (x10^9)=77.5, Evaluation Protocol=linear2025.05 | 82.2 | |
| SR-ViT-BRecursion (T)=3, Resolution=224 x 224, Params (M)=41.0, GFLOPs=21.6, Distillation=false2026.07 | 82.19 | |
| SR-ViT-SRecursion (T)=2, Resolution=224 x 224, Params (M)=22.7, GFLOPs=8.5, Distillation=false2026.07 | 82.02 | |
| H2(ViT-H/16)FLOPs (x10^9)=97.0, Evaluation Protocol=linear2025.05 | 81.9 | |
| I8(ViT-H/16)FLOPs (x10^9)=77.7, Evaluation Protocol=linear2025.05 | 81.9 | |
| DeiT-BResolution=224 x 224, Params (M)=86.8, GFLOPs=17.5, Distillation=false2026.07 | 81.8 | |
| ViT-H/16FLOPs (x10^9)=127.7, Evaluation Protocol=linear2025.05 | 81.7 | |
| H8(ViT-H/16)FLOPs (x10^9)=77.5, Evaluation Protocol=k-NN2025.05 | 81.4 | |
| H2(ViT-L/16)FLOPs (x10^9)=46.9, Evaluation Protocol=linear2025.05 | 81.3 | |
| H8(ViT-L/16)FLOPs (x10^9)=37.7, Evaluation Protocol=linear2025.05 | 81.3 | |
| S2-FracMixBackbone=ViT-B2026.06 | 81.2 | |
| I8(ViT-L/16)FLOPs (x10^9)=38.5, Evaluation Protocol=linear2025.05 | 81.2 | |
| DeiT-SResolution=224 x 224, Params (M)=22.1, GFLOPs=4.6, Distillation=true2026.07 | 81.18 | |
| iBOTBackbone=ViT-L/16, Pre-training Epochs=250, Training Heuristics=w/ heuristics, Linear Probe Training Epochs=102026.06 | 81 | |
| ViT-H/16FLOPs (x10^9)=127.7, Evaluation Protocol=k-NN2025.05 | 81 | |
| SR-ViT-TRecursion (T)=3, Resolution=224 x 224, Params (M)=15.8, GFLOPs=7.8, Distillation=false2026.07 | 80.93 | |
| H2(ViT-H/16)FLOPs (x10^9)=97.0, Evaluation Protocol=k-NN2025.05 | 80.9 | |
| I8(ViT-H/16)FLOPs (x10^9)=77.7, Evaluation Protocol=k-NN2025.05 | 80.9 | |
| ViT-L/16FLOPs (x10^9)=61.9, Evaluation Protocol=linear2025.05 | 80.9 | |
| MixUpBackbone=ViT-B2026.06 | 80.8 | |
| H8(ViT-L/16)FLOPs (x10^9)=37.7, Evaluation Protocol=k-NN2025.05 | 80.8 | |
| H2(ViT-L/16)FLOPs (x10^9)=46.9, Evaluation Protocol=k-NN2025.05 | 80.7 | |
| ViT-L/16FLOPs (x10^9)=61.9, Evaluation Protocol=k-NN2025.05 | 80.5 | |
| I8(ViT-L/16)FLOPs (x10^9)=38.5, Evaluation Protocol=k-NN2025.05 | 80.4 | |
| CutMixBackbone=ViT-B2026.06 | 79.9 | |
| SR-ViT-TRecursion (T)=2, Resolution=224 x 224, Params (M)=15.4, GFLOPs=5.4, Distillation=false2026.07 | 79.89 | |
| DeiT-SResolution=224 x 224, Params (M)=22.1, GFLOPs=4.6, Distillation=false2026.07 | 79.83 | |
| iBOTBackbone=ViT-B/16, Pre-training Epochs=400, Training Heuristics=w/ heuristics, Linear Probe Training Epochs=102026.06 | 79.8 | |
| RAPIDBackbone=DeiT-S, Plug-and-Play=true, Compression Rate (%)=352026.06 | 79.57 | |
| EViTBackbone=DeiT-S, Plug-and-Play=false, Compression Rate (%)=352026.06 | 79.36 | |
| SP-ViTBackbone=DeiT-S, Plug-and-Play=false, Compression Rate (%)=352026.06 | 79.34 | |
| DynamicViTBackbone=DeiT-S, Plug-and-Play=false, Compression Rate (%)=352026.06 | 79.32 | |
| I-JEPABackbone=ViT-H/14, Pre-training Epochs=300, Training Heuristics=w/ heuristics, Linear Probe Training Epochs=102026.06 | 79.3 | |
| ToMeBackbone=DeiT-S, Plug-and-Play=true, Compression Rate (%)=352026.06 | 79.25 | |
| ToFuBackbone=DeiT-S, Plug-and-Play=true, Compression Rate (%)=352026.06 | 79.08 | |
| S2-FracMixBackbone=Res502026.06 | 78.54 | |
| DINOBackbone=ViT-B/16, Pre-training Epochs=400, Training Heuristics=w/ heuristics, Linear Probe Training Epochs=102026.06 | 78.2 | |
| AdAutoMixBackbone=Res502026.06 | 78.04 | |
| AutoMixBackbone=Res502026.06 | 77.91 | |
| EC-Dynamic#Params (M)=20.4, #MACs (B)=2.6, MACs (%)=36.62026.07 | 77.6 | |
| PuzzleMixBackbone=Res502026.06 | 77.54 | |
| ResizeMixBackbone=Res502026.06 | 77.42 | |
| ResNet-101#Params (M)=44.6, #MACs (B)=7.9, MACs (%)=-92.72026.07 | 77.4 | |
| data2vecBackbone=ViT-L/14, Pre-training Epochs=1600, Training Heuristics=w/ heuristics, Linear Probe Training Epochs=102026.06 | 77.3 | |
| InceptionV3#Params (M)=27.2, #MACs (B)=5.8, MACs (%)=-41.52026.07 | 77.3 | |
| EC-DIC#Params (M)=25.9, #MACs (B)=4.2, MACs (%)=-2.42026.07 | 77.2 | |
| FMixBackbone=Res502026.06 | 77.19 | |
| CutMixBackbone=Res502026.06 | 77.17 | |
| SaliencyMixBackbone=Res502026.06 | 77.14 | |
| MixUpBackbone=Res502026.06 | 77.12 | |
| DenseNet-161#Params (M)=28.7, #MACs (B)=7.9, MACs (%)=-92.72026.07 | 77.1 | |
| VISRegBackbone=ViT-L/14, Pre-training Epochs=400, Training Heuristics=w/o heuristics, Linear Probe Training Epochs=102026.06 | 77 | |
| VanillaBackbone=Res502026.06 | 76.83 | |
| EC-Dynamic#Params (M)=17.1, #MACs (B)=2.1, MACs (%)=48.82026.07 | 76.8 | |
| MoCoV3Backbone=ViT-B/16, Pre-training Epochs=300, Training Heuristics=w/ heuristics, Linear Probe Training Epochs=102026.06 | 76.7 | |
| VanillaBackbone=ViT-B2026.06 | 76.7 | |
| VIOLIN# Param.=22M, Evaluation Protocol=Linear, Training Epochs=300, Base Model=DINO-S2026.06 | 76.4 | |
| EC-DIC#Params (M)=25.9, #MACs (B)=3.1, MACs (%)=24.42026.07 | 76.3 | |
| EC-Static#Params (M)=15.4, #MACs (B)=2.4, MACs (%)=41.52026.07 | 76.3 | |
| DINO-S# Param.=22M, Evaluation Protocol=Linear, Training Epochs=3002026.06 | 76.1 | |
| ResNet-50#Params (M)=25.6, #MACs (B)=4.1, MACs (%)=0.02026.07 | 76 | |
| EC-Dynamic#Params (M)=15.1, #MACs (B)=1.8, MACs (%)=56.12026.07 | 75.9 | |
| VISRegBackbone=ViT-B/16, Pre-training Epochs=400, Training Heuristics=w/o heuristics, Linear Probe Training Epochs=102026.06 | 75.7 | |
| LeJEPA*Backbone=ViT-L/14, Pre-training Epochs=100, Training Heuristics=w/o heuristics, Linear Probe Training Epochs=1002026.06 | 75.6 | |
| VISRegBackbone=ViT-L/14, Pre-training Epochs=100, Training Heuristics=w/o heuristics, Linear Probe Training Epochs=1002026.06 | 75.6 | |
| DenseNet-169#Params (M)=14.2, #MACs (B)=3.4, MACs (%)=17.12026.07 | 75.6 | |
| EC-Static#Params (M)=13.5, #MACs (B)=1.8, MACs (%)=56.12026.07 | 75.6 | |
| S2-FracMixBackbone=Res342026.06 | 75.34 | |
| MAEBackbone=ViT-L/16, Pre-training Epochs=1600, Training Heuristics=w/o heuristics, Linear Probe Training Epochs=102026.06 | 75.1 | |
| EC-DIC#Params (M)=25.9, #MACs (B)=1.9, MACs (%)=53.72026.07 | 74.9 | |
| AdAutoMixBackbone=Res342026.06 | 74.82 | |
| GPKANModel=ViT-T/16, Parameters=5.7M, FLOPs=1.13G2025.02 | 74.6 | |
| VIOLIN# Param.=22M, Evaluation Protocol=Linear, Training Epochs=100, Base Model=DINO-S2026.06 | 74.6 | |
| DenseNet-121#Params (M)=8.0, #MACs (B)=2.9, MACs (%)=29.32026.07 | 74.6 | |
| AutoMixBackbone=Res342026.06 | 74.52 | |
| PuzzleMixBackbone=Res342026.06 | 74.26 | |
| FMixBackbone=Res342026.06 | 74.08 | |
| DINO-S# Param.=22M, Evaluation Protocol=Linear, Training Epochs=1002026.06 | 74 |