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From data to functa: Your data point is a function and you should treat it like one

This README contains figures for the above paper.

Figure 4

Meta-learned initialization + 4 gradient steps and target for test scene.

Figure 7

Course of optimization for imputation of voxel from partial observation.

From back

Partial observation Imputation

From front

Partial observation Imputation

From left

Partial observation Imputation

From lidar scan

Partial observation Imputation

Figure 9

Uncurated samples from DDPM (diffusion) trained on 64-dim modulations of SRN-cars.

Figure 10

Latent interpolation between two car scenes with moving pose.

Figure 11

Novel view synthesis from occluded view.

Occluded view Ground truth Inferred No prior

Figure 12

Uncurated samples from flow trained on 256-dim modulations on ERA-5 temperature data.

Figure 26

Additional voxel imputation results.

Partial observation Imputation

Figure 28

Additional novel view synthesis results.

Occluded view Ground truth Inferred No prior