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ResearchFormerly WizWand

Image Classification on ImageNet-1k 1.0 (val) (Top-1 Accuracy, GPU Throughput, CPU/ARM Latency)

83.8Top-1 AccuracyConvNeXt-B
54.6862.2469.877.36Mar 7, 2023May 18, 2023Jul 30, 2023Oct 11, 2023Dec 22, 2023Mar 4, 2024May 16, 2024
Updated 8mo ago

Evaluation results

MethodLinks
ConvNeXt-BParams (M)=88.6, FLOPs (G)=15.38, Resolution=224x2242023.0383.8253257.1—
Swin-BParams (M)=87.8, FLOPs (G)=15.47, Resolution=224x2242023.0383.5237349.2—
FasterNet-LParams (M)=93.5, FLOPs (G)=15.52, Resolution=224x2242023.0383.5323219.5—
ConvNeXt-SParams (M)=50.2, FLOPs (G)=8.71, Resolution=224x2242023.0383.1377153.23,484
Swin-SParams (M)=49.6, FLOPs (G)=8.77, Resolution=224x2242023.0383348224.22,613
FasterNet-MParams (M)=53.5, FLOPs (G)=8.74, Resolution=224x2242023.0383500129.52,092
PoolFormer-M48Params (M)=73.5, FLOPs (G)=11.59, Resolution=224x2242023.0382.5242281.8—
ConvNeXt-TParams (M)=28.6, FLOPs (G)=4.47, Resolution=224x2242023.0382.165786.31,889
PoolFormer-M36Params (M)=56.2, FLOPs (G)=8.8, Resolution=224x2242023.0382.13202152,979
PVT-LargeParams (M)=61.4, FLOPs (G)=9.85, Resolution=224x2242023.0381.7306203.43,101
CycleMLP-B2Params (M)=26.8, FLOPs (G)=3.9, Resolution=224x2242023.0381.6528186.31,502
PoolFormer-S36Params (M)=30.9, FLOPs (G)=5, Resolution=224x2242023.0381.45071381,860
Swin-TParams (M)=28.3, FLOPs (G)=4.51, Resolution=224x2242023.0381.3609122.21,424
FasterNet-SParams (M)=31.1, FLOPs (G)=4.56, Resolution=224x2242023.0381.31,02971.21,103
PVT-MediumParams (M)=44.2, FLOPs (G)=6.69, Resolution=224x2242023.0381.2438143.62,142
PoolFormer-S24Params (M)=21.4, FLOPs (G)=3.41, Resolution=224x2242023.0380.374892.81,261
PVT-SmallParams (M)=24.5, FLOPs (G)=3.83, Resolution=224x2242023.0379.868989.61,345
EdgeNeXt-SParams (M)=5.6, FLOPs (G)=1.26, Resolution=256x2562023.0379.41,12839.2743
CycleMLP-B1Params (M)=15.2, FLOPs (G)=2.1, Resolution=224x2242023.0379.1865116.1892
FasterNet-T2Params (M)=15, FLOPs (G)=1.91, Resolution=224x2242023.0378.91,99133.5497
ResNet50Params (M)=25.6, FLOPs (G)=4.11, Resolution=224x2242023.0378.8959731,131
MobileViT-SParams (M)=5.6, FLOPs (G)=2.03, Resolution=256x2562023.0378.41,03956.7941
PoolFormer-S12Params (M)=11.9, FLOPs (G)=1.82, Resolution=224x2242023.0377.21,43949665
FasterNet-T1Params (M)=7.6, FLOPs (G)=0.85, Resolution=224x2242023.0376.23,78217.7285
GhostNet x 1.3Params (M)=7.4, FLOPs (G)=0.24, Resolution=224x2242023.0375.72,98817.9481
PVT-TinyParams (M)=13.2, FLOPs (G)=1.94, Resolution=224x2242023.0375.11,26655.6708
EdgeNeXt-XSParams (M)=2.3, FLOPs (G)=0.54, Resolution=256x2562023.03751,73824.4434
ShuffleNetV2 x 2Params (M)=7.4, FLOPs (G)=0.59, Resolution=224x2242023.0374.93,33917.8403
MobileViT-XSParams (M)=2.3, FLOPs (G)=1.05, Resolution=256x2562023.0374.81,39240.8648
MobileNetV2 x 1.4Params (M)=6.1, FLOPs (G)=0.6, Resolution=224x2242023.0374.72,71122.6650
SHiNeBackbone=ViT-L/14, Hierarchy Source=LLM, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0573.681——
CHiLSBackbone=ViT-L/14, Hierarchy Source=LLM, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0573.423——
SHiNeBackbone=ViT-L/14, Hierarchy Source=WordNet (WDN), Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0573.181——
ShuffleNetV2 x 1.5Params (M)=3.5, FLOPs (G)=0.3, Resolution=224x2242023.0372.64,89812.1266
CHiLSBackbone=ViT-L/14, Hierarchy Source=WordNet (WDN), Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0572.123——
MobileNetV2Params (M)=3.5, FLOPs (G)=0.31, Resolution=224x2242023.03724,19812.2442
CLIPBackbone=ViT-L/14, Hierarchy Source=Vanilla, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.057281——
FasterNet-T0Params (M)=3.9, FLOPs (G)=0.34, Resolution=224x2242023.0371.96,8079.2143
EdgeNeXt-XXSParams (M)=1.3, FLOPs (G)=0.26, Resolution=256x2562023.0371.22,76515.7239
H-CLIPBackbone=ViT-L/14, Hierarchy Source=WordNet (WDN), Reproduction=Without uncertainty estimation and refined WordNet hierarchy, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0570.62——
MobileViT-XXSParams (M)=1.3, FLOPs (G)=0.42, Resolution=256x2562023.03692,39330.8348
H-CLIPBackbone=ViT-L/14, Hierarchy Source=LLM, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0566.91——
SHiNeBackbone=ViT-B/16, Hierarchy Source=LLM, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0566.7149——
CHiLSBackbone=ViT-B/16, Hierarchy Source=LLM, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0566.127——
SHiNeBackbone=ViT-B/16, Hierarchy Source=WordNet (WDN), Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0565.5150——
CHiLSBackbone=ViT-B/16, Hierarchy Source=WordNet (WDN), Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0564.628——
CLIPBackbone=ViT-B/16, Hierarchy Source=Vanilla, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0563.9152——
H-CLIPBackbone=ViT-B/16, Hierarchy Source=WordNet (WDN), Reproduction=Without uncertainty estimation and refined WordNet hierarchy, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0563.83——
SHiNeBackbone=ViT-B/32, Hierarchy Source=LLM, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0561.6141——
CHiLSBackbone=ViT-B/32, Hierarchy Source=LLM, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0561.126——
SHiNeBackbone=ViT-B/32, Hierarchy Source=WordNet (WDN), Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0560.3142——
H-CLIPBackbone=ViT-B/16, Hierarchy Source=LLM, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0560.12——
CHiLSBackbone=ViT-B/32, Hierarchy Source=WordNet (WDN), Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0559.627——
CLIPBackbone=ViT-B/32, Hierarchy Source=Vanilla, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0558.9150——
H-CLIPBackbone=ViT-B/32, Hierarchy Source=WordNet (WDN), Reproduction=Without uncertainty estimation and refined WordNet hierarchy, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0558.73——
H-CLIPBackbone=ViT-B/32, Hierarchy Source=LLM, Zero-shot=true, Batch size=1, GPU=NVIDIA RTX 20702024.0555.82——