Procedural Fish Modeling
Texture Expansion
We show the results of our ablation study that determines the core algorithm of our texture expansion. We mark the best method in red for each fish.
| Method Name | Results | L1 Difference |
|---|---|---|
| Ground-Truth |  |
x |
| Linear Triangulation |  |
3.010 |
| Inverse Distance |  |
3.150 |
| Thin Plate Spline |  |
2.974 |
| Natural Neighbor |  |
3.027 |
| Latent Diffusion |  |
39.858 |
| Method Name | Results | L1 Difference |
|---|---|---|
| Ground-Truth |  |
x |
| Linear Triangulation |  |
4.523 |
| Inverse Distance |  |
5.182 |
| Thin Plate Spline |  |
4.569 |
| Natural Neighbor |  |
4.667 |
| Latent Diffusion |  |
53.041 |
| Method Name | Results | L1 Difference |
|---|---|---|
| Ground-Truth |  |
x |
| Linear Triangulation |  |
4.872 |
| Inverse Distance |  |
5.130 |
| Thin Plate Spline |  |
4.839 |
| Natural Neighbor |  |
4.891 |
| Latent Diffusion |  |
45.286 |
| Method Name | Results | L1 Difference |
|---|---|---|
| Ground-Truth |  |
x |
| Linear Triangulation |  |
3.209 |
| Inverse Distance |  |
3.585 |
| Thin Plate Spline |  |
3.149 |
| Natural Neighbor |  |
3.297 |
| Latent Diffusion |  |
34.616 |
| Method Name | Results | L1 Difference |
|---|---|---|
| Ground-Truth |  |
x |
| Linear Triangulation |  |
5.051 |
| Inverse Distance |  |
5.798 |
| Thin Plate Spline |  |
4.810 |
| Natural Neighbor |  |
5.102 |
| Latent Diffusion |  |
64.086 |
| Method Name | Results | L1 Difference |
|---|---|---|
| Ground-Truth |  |
x |
| Linear Triangulation |  |
3.704 |
| Inverse Distance |  |
3.934 |
| Thin Plate Spline |  |
3.716 |
| Natural Neighbor |  |
3.725 |
| Latent Diffusion |  |
54.700 |
| Method Name | Results | L1 Difference |
|---|---|---|
| Ground-Truth |  |
x |
| Linear Triangulation |  |
5.868 |
| Inverse Distance |  |
5.894 |
| Thin Plate Spline |  |
5.872 |
| Natural Neighbor |  |
5.829 |
| Latent Diffusion |  |
46.780 |
| Method Name | Results | L1 Difference |
|---|---|---|
| Ground-Truth |  |
x |
| Linear Triangulation |  |
6.487 |
| Inverse Distance |  |
6.558 |
| Thin Plate Spline |  |
6.475 |
| Natural Neighbor |  |
6.551 |
| Latent Diffusion |  |
51.121 |
| Method Name | Results | L1 Difference |
|---|---|---|
| Ground-Truth |  |
x |
| Linear Triangulation |  |
4.307 |
| Inverse Distance |  |
4.474 |
| Thin Plate Spline |  |
4.464 |
| Natural Neighbor |  |
4.354 |
| Latent Diffusion |  |
29.528 |
| Method Name | Results | L1 Difference |
|---|---|---|
| Ground-Truth |  |
x |
| Linear Triangulation |  |
4.906 |
| Inverse Distance |  |
5.420 |
| Thin Plate Spline |  |
4.879 |
| Natural Neighbor |  |
5.001 |
| Latent Diffusion |  |
34.609 |