notesum.ai
Published at December 10A Step towards Automated and Generalizable Tactile Map Generation using Generative Adversarial Networks
cs.CV
Released Date: December 10, 2024
Authors: David G Hobson1, Majid Komeili1
Aff.: 1Carleton University

| Metric | IoU | F1 | Precision | Recall | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Model | Double | Single | Diff | Double | Single | Diff | Double | Single | Diff | Double | Single | Diff | |
| Class | Statistic | ||||||||||||
| Streets | median | 84.8 | 77.4 | 7.4 | 91.8 | 87.2 | 4.6 | 91.1 | 94.1 | -3.0 | 96.0 | 82.3 | 13.7 |
| mean | 82.5 | 74.1 | 8.4 | 89.9 | 84.1 | 5.8 | 87.2 | 91.8 | -4.6 | 93.8 | 78.7 | 15.1 | |
| Highways | median | 95.1 | 91.3 | 3.8 | 97.5 | 95.5 | 2.0 | 96.8 | 95.8 | 1.0 | 99.0 | 96.7 | 2.3 |
| mean | 93.1 | 86.7 | 6.4 | 96.2 | 92.3 | 3.9 | 95.4 | 94.7 | 0.7 | 97.4 | 91.2 | 6.2 | |
| Parks | median | 96.0 | 94.5 | 1.5 | 98.0 | 97.2 | 0.8 | 98.2 | 97.5 | 0.7 | 98.1 | 98.0 | 0.1 |
| mean | 92.6 | 89.5 | 3.1 | 95.3 | 93.3 | 2.0 | 95.8 | 94.4 | 1.4 | 95.3 | 93.3 | 2.0 | |
| Water | median | 97.4 | 96.3 | 1.1 | 98.7 | 98.1 | 0.6 | 98.3 | 98.5 | -0.2 | 99.5 | 99.0 | 0.5 |
| mean | 95.0 | 91.9 | 3.1 | 97.3 | 95.3 | 2.0 | 96.4 | 96.0 | 0.4 | 98.5 | 95.4 | 3.1 | |
| Buildings | median | 75.3 | 78.5 | -3.2 | 85.9 | 87.9 | -2.0 | 93.4 | 84.3 | 9.1 | 84.5 | 94.1 | -9.6 |
| mean | 64.2 | 76.3 | -12.1 | 73.0 | 85.7 | -12.7 | 90.0 | 81.2 | 8.8 | 69.6 | 92.2 | -22.6 | |
| Hospitals | median | 89.5 | 76.7 | 12.8 | 94.5 | 86.8 | 7.7 | 94.3 | 97.8 | -3.5 | 96.5 | 77.4 | 19.1 |
| mean | 83.0 | 62.3 | 20.7 | 88.9 | 69.3 | 19.6 | 91.7 | 91.1 | 0.6 | 89.1 | 63.6 | 25.5 | |