OpenDroneMap / ODMSemantic3D

An open photogrammetry dataset of classified 3D point clouds for automated semantic segmentation. CC BY-SA 4.0
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add: One quarry sample (again) #34

Closed coumbsek closed 1 year ago

coumbsek commented 1 year ago

Where a lot of vertical cliffs (benches) were classified as building.

Hope this time will be the good one. Generated by ODM Edit and export with CloudCompare v2.12.4 under laz 1.3 or 1.4

u4gbot commented 1 year ago
brighton_beach_small Accuracy: 95.76% vs 13.77% | Label | Accuracy | Recall | Precision | F1 | | -------------------- | ---------- | ---------- | ---------- | ---------- | | | 23.78% | 29.40% | 55.45% | 0.38 | | low_vegetation | 11.08% | 68.44% | 11.68% | 0.20 | | | -12.70% | 39.05% | -43.77% | -0.18 | | | | | | | | | 22.14% | 53.03% | 27.53% | 0.36 | | building | 0.00% | 0.00% | N/A | N/A | | | -22.14% | -53.03% | N/A | N/A | | | | | | | | | 96.07% | 98.65% | 97.36% | 0.98 | | ground | 11.46% | 11.46% | 99.64% | 0.21 | | | -84.62% | -87.18% | 2.28% | -0.77 | | | | | | | | | 36.89% | 37.05% | 98.85% | 0.54 | | human_made_object | 0.98% | 99.93% | 0.98% | 0.02 | | | -35.91% | 62.88% | -97.87% | -0.52 | | | | | | |
sheffield_park_small Accuracy: 23.63% vs 47.18% | Label | Accuracy | Recall | Precision | F1 | | -------------------- | ---------- | ---------- | ---------- | ---------- | | | 18.60% | 99.98% | 18.60% | 0.31 | | low_vegetation | 30.03% | 98.30% | 30.18% | 0.46 | | | 11.42% | -1.67% | 11.58% | 0.15 | | | | | | | | | 51.70% | 70.70% | 65.80% | 0.68 | | building | 0.00% | 0.00% | N/A | N/A | | | -51.70% | -70.70% | N/A | N/A | | | | | | | | | 0.44% | 0.44% | 86.19% | 0.01 | | ground | 40.19% | 41.18% | 94.36% | 0.57 | | | 39.75% | 40.74% | 8.17% | 0.56 | | | | | | | | | 1.43% | 1.50% | 21.78% | 0.03 | | human_made_object | 5.00% | 86.17% | 5.04% | 0.10 | | | 3.57% | 84.67% | -16.74% | 0.07 | | | | | | |

Average (2 datasets)

Accuracy: 59.70% vs 30.47%

Label Accuracy Recall Precision F1
21.19% 64.69% 37.02% 0.35
low_vegetation 20.55% 83.37% 20.93% 0.33
-0.64% 18.69% -16.10% -0.02
36.92% 61.87% 46.67% 0.52
building 0.00% 0.00% 0.00% 0.00
-36.92% -61.87% -46.67% -0.52
48.26% 49.54% 91.77% 0.49
ground 25.83% 26.32% 97.00% 0.39
-22.43% -23.22% 5.23% -0.10
19.16% 19.28% 60.32% 0.28
human_made_object 2.99% 93.05% 3.01% 0.06
-16.17% 73.78% -57.31% -0.23
pierotofy commented 1 year ago

!skip

pierotofy commented 1 year ago

Looks great, thanks @coumbsek !