Procedural Fish Modeling
Ablation Study - 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 |
Fish Modeling with Single Image
We show the fish modeling results with single input image by using different methods.