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ResearchFormerly WizWand

Image Segmentation on SA-1B 1.0 (train)

78.3mIoUSAM-H
28.816841.663454.5167.3566Dec 8, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SAM-HParams=641M, MACs=2736G, TrainSet=11M(100%), BatchSize=256, GPUs=256, Iters=90k2023.1278.3
SAM-LParams=312M, MACs=1315G, TrainSet=11M(100%), BatchSize=128, GPUs=128, Iters=180k2023.1277.67
SAM-BParams=93M, MACs=372G, TrainSet=11M(100%), BatchSize=128, GPUs=128, Iters=180k2023.1273.37
SlimSAM-50Params=26M, MACs=98G, TrainSet=10k(0.1%), BatchSize=4, GPUs=1, Iters=100k2023.1272.33
EfficientSAM-sParams=26M, MACs=94G, TrainSet=12.2M(110%), BatchSize=128, GPUs=64, Iters=450k2023.1271.19
EfficientSAM-tParams=10M, MACs=28G, TrainSet=12.2M(110%), BatchSize=128, GPUs=64, Iters=450k2023.1269.42
SlimSAM-77Params=9.1M, MACs=23G, TrainSet=10k(0.1%), BatchSize=4, GPUs=1, Iters=200k2023.1267.4
EdgeSAMParams=9.6M, MACs=23G, TrainSet=100k(1%), BatchSize=64, GPUs=8, Iters=50k2023.1265.96
MobileSAMParams=9.8M, MACs=40G, TrainSet=100k(1%), BatchSize=8, GPUs=1, Iters=100k2023.1262.73
FastSAM-xParams=68M, MACs=330G, TrainSet=220k(2%), BatchSize=32, GPUs=8, Iters=625K2023.1235.41
FastSAM-sParams=11M, MACs=37G, TrainSet=220k(2%), BatchSize=32, GPUs=8, Iters=625K2023.1230.72