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ResearchFormerly WizWand

Image Classification on ImageNet (Top-1 Acc)

90.94Top-1 AccuracyModel Soups ViT-G
76.442480.206283.9787.7338May 24, 2025Jul 25, 2025Sep 26, 2025Nov 27, 2025Jan 29, 2026Apr 1, 2026Jun 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Model Soups ViT-GBackbone=ViT-G2025.0790.94
PE-coreBackbone=G/14, Evaluation Protocol=lin2026.0489.5
DINOv2Backbone=g/14, Evaluation Protocol=lin2026.0487.3
PE-coreBackbone=G/14, Evaluation Protocol=KNN2026.0486.8
TIPSv2Backbone=g/14, Evaluation Protocol=lin2026.0486.8
TIPSBackbone=g/14, Evaluation Protocol=lin2026.0486.2
FRANCABackbone=G/14, Evaluation Protocol=lin2026.0485.9
PE-coreModel=PE-core G/14, Zero-shot protocol=true2026.0485.4
SigLIP2Model=SigLIP2 g/16, Zero-shot protocol=true2026.0485
OpenCLIP HScale=H2025.0784.37
CLIPBackbone=L/14, Evaluation Protocol=lin2026.0484.3
DualOptModel=Swin-B2026.0483.89
TIPSv2Backbone=g/14, Evaluation Protocol=KNN2026.0483.7
SILCModel=SILC G/16, Zero-shot protocol=true2026.0483.7
FastViT-SA36Latency (ms)=44.4, Power Consumption (W)=9.02026.0383.6
LowFormer-B3Latency (ms)=32.5, Power Consumption (W)=9.22026.0383.6
DINOv2Backbone=g/14, Evaluation Protocol=KNN2026.0483.6
TIPSBackbone=g/14, Evaluation Protocol=KNN2026.0483.3
OriginModel=Swin-B2026.0483.05
LowFormer-E3Latency (ms)=25.0, Power Consumption (W)=9.12026.0383
FRANCABackbone=G/14, Evaluation Protocol=KNN2026.0483
FastViT-SA24Latency (ms)=30.9, Power Consumption (W)=9.02026.0382.6
PreNAS-B*#Params=54.0M, FLOPs=11.0G2026.0582.6
TAS-LoRA-B#Params=54.0M, FLOPs=11.0G2026.0582.6
DualOptModel=ViT-B2026.0482.58
ConViT-B#Params=86.0M, FLOPs=17.0G2026.0582.4
AutoFormer-B#Params=54.0M, FLOPs=11.0G2026.0582.4
AutoFormer-B†#Params=54.0M, FLOPs=11.0G2026.0582.4
GLiT-B*#Params=96.0M, FLOPs=17.0G2026.0582.3
TF-TAS-B*#Params=54.0M, FLOPs=12.0G2026.0582.2
TF-TAS-S*#Params=22.8M, FLOPs=5.0G2026.0581.9
TAS-LoRA-S#Params=22.9M, FLOPs=5.0G2026.0581.9
FocusFormer-B*#Params=52.7M, FLOPs=11.0G2026.0581.9
PreNAS-S*#Params=22.9M, FLOPs=5.1G2026.0581.8
DeiT-B#Params=86.0M, FLOPs=18.0G2026.0581.8
DeiT-BaseParams (M)=86.5, FLOPs (G)=17.56, Structured Compression=false2025.0581.8
FPQuantization=W4A4, Backbone=DeiT-B2026.0581.8
FPQuantization=W3A3, Backbone=DeiT-B2026.0581.8
FPQuantization=W2A4, Backbone=DeiT-B2026.0581.8
AutoFormer-S#Params=22.9M, FLOPs=5.1G2026.0581.7
PVT-Large#Params=61.0M, FLOPs=9.8G2026.0581.7
LowFormer-E2Latency (ms)=14.7, Power Consumption (W)=9.32026.0381.6
FocusFormer-S*#Params=23.7M, FLOPs=5.0G2026.0581.6
AutoFormer-S†#Params=22.9M, FLOPs=5.1G2026.0581.6
TNT-S#Params=23.8M, FLOPs=5.2G2026.0581.5
DINOv2 (dino.txt)Model=DINOv2 (dino.txt) L/14, Zero-shot protocol=true2026.0481.4
OriginModel=ViT-B2026.0481.34
FP16Backbone=DeiT-Base, Quantization=FP162026.0481.3
ConViT-S#Params=27.0M, FLOPs=5.4G2026.0581.3
LowFormer-B1.5Latency (ms)=18.1, Power Consumption (W)=8.32026.0381.2
EdgeViT-SLatency (ms)=24.6, Power Consumption (W)=8.02026.0381
EfficientMod-sLatency (ms)=30.5, Power Consumption (W)=7.92026.0381
TIPSv2Model=TIPSv2 g/14 (ours), Zero-shot protocol=true2026.0480.7
FastViT-SA12Latency (ms)=17.5, Power Consumption (W)=8.82026.0380.6
GLiT-S*#Params=24.6M, FLOPs=4.4G2026.0580.5
ViTAS-F#Params=27.6M, FLOPs=6.0G2026.0580.5
GPTAQ-MARRQuantization=W4A4, Backbone=DeiT-B2026.0580.11
OpenCLIPModel=OpenCLIP G/14, Zero-shot protocol=true2026.0480.1
LowFormer-B1Latency (ms)=11.7, Power Consumption (W)=7.72026.0379.9
TIPSModel=TIPS g/14, Zero-shot protocol=true2026.0479.9
DeiT-S#Params=22.1M, FLOPs=4.7G2026.0579.9
FPQuantization=W4A4, Backbone=DeiT-S2026.0579.85
FPQuantization=W3A3, Backbone=DeiT-S2026.0579.85
FPQuantization=W2A4, Backbone=DeiT-S2026.0579.85
FP16Backbone=DeiT-Small, Quantization=FP162026.0479.8
CLIPBackbone=L/14, Evaluation Protocol=KNN2026.0479.8
DeiT-SmallParams (M)=22.1, FLOPs (G)=4.60, Structured Compression=false2025.0579.8
ViT-B#Params=86.0M, FLOPs=18.0G2026.0579.7
FAR-BaseParams (M)=83.2, FLOPs (G)=17.31, Structured Compression=false2025.0579.7
GPTAQQuantization=W4A4, Backbone=DeiT-B2026.0579.62
MobileOne-S4Latency (ms)=18.6, Power Consumption (W)=9.32026.0379.4
MAGE2026.0378.9
LowFormer-E1Latency (ms)=6.2, Power Consumption (W)=9.52026.0378.8
ViT-S#Params=22.1M, FLOPs=4.7G2026.0578.8
GPTQQuantization=W4A4, Backbone=DeiT-B2026.0578.79
ResComp-MARRQuantization=W4A4, Backbone=DeiT-B2026.0578.68
PTQ4ViTQuantization=W4A4, Backbone=DeiT-B2026.0578.53
RepQ-ViTQuantization=W4A4, Backbone=DeiT-B2026.0578.37
EfficientMod-xsLatency (ms)=17.7, Power Consumption (W)=7.82026.0378.3
ResCompQuantization=W4A4, Backbone=DeiT-B2026.0578.27
A-SelecT2026.0378.2
COSMICInference-time adaptation=true2026.0678.2
MobileOne-S3Latency (ms)=11.8, Power Consumption (W)=9.32026.0378.1
GPTAQBackbone=DeiT-Base, Quantization=W4A42026.0478.1
LLQROptimizer=SGDM, Block=E-KFAC, Div.=NGD, Backbone=ResNet-50, Time=×1.0322026.0578.05
CAEBackbone=DeiT-Base, Quantization=W4A42026.0478
LLQROptimizer=SGDM, Block=K-FAC, Div.=NGD, Backbone=ResNet-50, Time=×1.0272026.0577.98
LAGOBackbone=L/14, Zero-shot=true2026.0577.97
BiFTABackbone=L/14, Zero-shot=true2026.0577.82
FAR-SmallParams (M)=23.9, FLOPs (G)=4.82, Structured Compression=false2025.0577.8
LLQROptimizer=SGDM, Block=K-FAC, Div.=Newton, Backbone=ResNet-50, Time=×1.0272026.0577.78
GPTQBackbone=DeiT-Base, Quantization=W4A42026.0477.6
EdgeViT-XSLatency (ms)=16.0, Power Consumption (W)=8.12026.0377.5
FAR-Base (Pruned)Params (M)=73.0, FLOPs (G)=14.80, Structured Compression=true2025.0577.5
SGDMOptimizer=SGDM, Backbone=ResNet-50, Time=×1.002026.0577.42
WCABackbone=L/14, Zero-shot=true2026.0577.32
SDXL2026.0377.2
GPT-4o2025.0777.2
PreNAS-Ti*#Params=5.9M, FLOPs=1.4G2026.0577.1
DifFeed2026.0377