Performance compared to Flownet2.0

NVlabs / PWC-Net

PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume, CVPR 2018 (Oral)

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Performance compared to Flownet2.0 #89

Open Zealoe opened 5 years ago

Zealoe commented 5 years ago

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:

Image warped by Flownet2.0: paa

Flow by PWCnet:

Image warped by PWCnet:

jrenzhile commented 5 years ago

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.

hoseinCode commented 1 year ago

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?