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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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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.