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ResearchFormerly WizWand

Image Alignment

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Sintel and DAVIS Average

0.211LPIPS

9

Mar 27, 2026

0.202LPIPS

9

Mar 27, 2026

0.171LPIPS

9

Mar 27, 2026

0.245LPIPS

9

Mar 27, 2026

CustomConcept101 (test)

Personalized Residuals

0.759CLIP Image Score

7

Feb 26, 2026

AANAP building (train test overlapping)

Mesh-based Warp

4.16RMSE (Training)

6

Feb 26, 2026

SVA-chess girl (train test overlapping)

Mesh-based Warp

2.92RMSE (TR)

6

Feb 26, 2026

DH-carpark (train test overlapping)

Mesh-based Warp

1.37RMSE (Train)

6

Feb 26, 2026

DH-temple (train test overlapping)

Mesh-based Warp

4.84RMSE (Training)

6

Feb 26, 2026

SPHP street (train test overlapping)

Mesh-based Warp

1.57RMSE (Training)

6

Feb 26, 2026

SPHP garden (train test overlapping)

Mesh-based Warp

1.35RMSE (Training)

6

Feb 26, 2026

APAP-conssite (train/test/overlapping)

Mesh-based Warp

4.4RMSE (Train)

6

Feb 26, 2026

APAP garden (train test overlapping)

Mesh-based Warp

0.85RMSE (Training)

6

Feb 26, 2026

APAP-railtracks (train/test/overlapping)

Mesh-based Warp

3.23RMSE (TR)

6

Feb 26, 2026

Amazon Mechanical Turk (AMT)

Personalized Residuals

63.27Human Preference Score

5

Feb 26, 2026

MNIST (held-out digits 3 and 5)

72.5Alignment Score (Original)

3

Jun 18, 2026