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Performance compared to Flownet2.0

Open Zealoe opened this issue 6 years ago • 2 comments

I found the flow produced by pwcnet is more blurry than that of flownet2.0. Is it supposed to perform worse? Image: 5_3 5_13

Flow by Flownet2.0: p

Image warped by Flownet2.0: paa

Flow by PWCnet: 1

Image warped by PWCnet: 2

Zealoe avatar Aug 08 '19 07:08 Zealoe

The flownet2.0 has an ensemble mechanism in the end while pwcnet upsamples the final prediction, therefore the flownet2.0 sometimes produces sharper results. Moreover, it may require finetuning on the new dataset you are using before benchmarking different algorithms.

jrenzhile avatar Aug 08 '19 14:08 jrenzhile

hi do can I ensemble PWC-Net and flownetS and flownetC using bagging method? i mean Ensemble learning can be used for Above CNN Models that estimating river flow velocity?

hoseinCode avatar Aug 30 '23 20:08 hoseinCode