Data Efficiency for Semantic Segmentation on S3DIS (90% mIoU Target)
11.4Data Efficiency (% Labeled Data)Columns + Entropy
Evaluation Results
| Method | Links | |
|---|---|---|
| Columns + EntropyBackbone=SPVCNN2025.12 | 11.4 | |
| SSDR-ALBackbone=RandLA-Net, Source=Reported in [9]2025.12 | 11.7 | |
| Columns + VaRBackbone=SPVCNN2025.12 | 13 | |
| ReDALBackbone=SPVCNN, Source=Reported in [7]2025.12 | 13 | |
| ClassBalBackbone=RandLA-Net, Source=Reported in [9]2025.12 | 13.3 | |
| ReDALBackbone=Minkunet, Source=Reported in [7]2025.12 | 15 | |
| Columns + VaRBackbone=Minkunet2025.12 | 15.4 | |
| Columns + EntropyBackbone=Minkunet2025.12 | 17.4 | |
| ReDALBackbone=SPVCNN, Source=Re-run in current paper2025.12 | 19 | |
| ReDALBackbone=Minkunet, Source=Re-run in current paper2025.12 | 19.3 | |
| Columns + RandomBackbone=Minkunet2025.12 | 19.4 | |
| Columns + RandomBackbone=SPVCNN2025.12 | 21.4 | |
| RandomBackbone=RandLA-Net, Source=Reported in [9]2025.12 | 40.9 | |
| BvSBBackbone=RandLA-Net, Source=Reported in [9]2025.12 | 43 | |
| EntropyBackbone=RandLA-Net, Source=Reported in [9]2025.12 | 46.7 |