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[R] Is this NAS method beating EfficientNet in accuracy vs latency/FLOPs tradeoff? Once for All: Train One Network and Specialize it for Efficient Deployment

this is the paper:

https://openreview.net/forum?id=HylxE1HKwS

They compare with MobileNet V3, and get 76.4% top1 accuracy with 238 MAdds (says flops, but I think it is wrong). While EfficientNet B0 ( https://arxiv.org/pdf/1905.11946.pdf ) gets 77.3 for 390 Madds (again, says flops, but that’s just wrong?)

So B0 gets 0.9% advantage but 1.6x the flops… there is no direct comparison between them, according to figure 5 seems the 76.4% keeps going up with flops

Any thoughts on this? seems it should get more attention

submitted by /u/skariel
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