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Esrgan

Result

splitPSNRSSIM
train n=72028.36420.8640
val n=13527.80510.8540
test n=4528.69380.8617

The finding

Notes

- Trained with L1 + adversarial. - Fine-tuned from the published x4 checkpoint into an x6 architecture, with the upsampling stage rebuilt for a factor of 6. - 20,000 steps on 720 training frames, evaluated on held-out val and test splits.

Output

Same subject across the row; each column is the same stage in every project.

InputBicubicPublished weightsThis runGround truth
InputBicubicPublished weightsThis runGround truth
0012
InputBicubicPublished weightsThis runGround truth
InputBicubicPublished weightsThis runGround truth
0020
InputBicubicPublished weightsThis runGround truth
InputBicubicPublished weightsThis runGround truth
0035
InputBicubicPublished weightsThis runGround truth
InputBicubicPublished weightsThis runGround truth
0044

Elsewhere

Code and full results on GitHub

Every number is read from the file the run produced. github.com/hammasbuilds · kaggle.com/muhammadhammas13