Instance Segmentation on S3DIS (6-fold CV)
73.2mPrecHAIS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HAISEvaluation Split=6-fold cross validation2021.08 | 73.2 | 67 | 70.4 | 69.4 | |
| OccuSegIoU threshold=0.5, protocol=6-fold cross validation2020.03 | 72.8 | — | — | 60.3 | |
| OccuSegEvaluation Split=6-fold cross validation2021.08 | 72.8 | — | — | 60.3 | |
| PointGroupEvaluation Split=6-fold cross validation2021.08 | 69.6 | — | — | 69.2 | |
| PointGroupSupervision=100%2022.08 | 69.6 | — | — | 69.2 | |
| RWSegSupervision=0.02%2022.08 | 68.9 | — | — | 56 | |
| GICNEvaluation Split=6-fold cross validation2021.08 | 68.5 | — | — | 50.8 | |
| MPNetBackbone=vanilla PointNet++2020.01 | 68.4 | 55.8 | 59.7 | 53.7 | |
| JSNet2019.12 | 66.9 | 54.1 | 58 | 53.9 | |
| 3D-BoNet2019.12 | 65.6 | — | — | 47.6 | |
| 3D-BoNetIoU threshold=0.5, protocol=6-fold cross validation2020.03 | 65.6 | — | — | 47.6 | |
| 3D-BoNet2020.06 | 65.6 | 48.4 | 52.4 | 47.6 | |
| 3D-BoNetEvaluation Split=6-fold cross validation2021.08 | 65.6 | — | — | 47.6 | |
| 3D-BoNetBackbone=PointNet++2019.06 | 65.6 | — | — | 47.6 | |
| 3D-BoNetYear=2019, Backbone=vanilla PointNet++2020.01 | 65.6 | — | — | 47.6 | |
| SASOBackbone=PointNet++2020.06 | 64.2 | 54.5 | 58.3 | 50.8 | |
| ASISBackbone=PointNet++2019.02 | 63.6 | 51.2 | 55.1 | 47.5 | |
| ASIS2019.12 | 63.6 | 51.2 | 55.1 | 47.5 | |
| ASISIoU threshold=0.5, protocol=6-fold cross validation2020.03 | 63.6 | — | — | 47.5 | |
| ASIS2020.06 | 63.6 | 51.2 | 55.1 | 47.5 | |
| ASISEvaluation Split=6-fold cross validation2021.08 | 63.6 | 51.2 | 55.1 | 47.5 | |
| ASIS2019.06 | 63.6 | — | — | 47.5 | |
| ASISYear=2019, Backbone=vanilla PointNet++2020.01 | 63.6 | 51.2 | 55.1 | 47.5 | |
| ASIS (vanilla)Backbone=PointNet++2019.02 | 62.7 | 49.6 | 53.4 | 45.8 | |
| 3D-WSISSupervision=0.02%2022.08 | 59.3 | — | — | 46.7 | |
| SegGroup (PointGroup)Supervision=0.02%2022.08 | 56.7 | — | — | 43.3 | |
| PartNetIoU threshold=0.5, protocol=6-fold cross validation2020.03 | 56.4 | — | — | 43.4 | |
| PartNetEvaluation Split=6-fold cross validation2021.08 | 56.4 | — | — | 43.4 | |
| PartNetBackbone=PointNet++2019.06 | 56.4 | — | — | 43.4 | |
| PartNetYear=2019, Backbone=vanilla PointNet++2020.01 | 56.4 | — | — | 43.4 | |
| ASISBackbone=PointNet2019.02 | 53.2 | 44.7 | 48.2 | 40.7 | |
| ASIS (vanilla)Backbone=PointNet2019.02 | 50.6 | 43 | 46.3 | 39.2 | |
| JSIS3D2020.06 | 49.5 | 37.3 | 41 | 33.4 | |
| SGPNBackbone=PointNet2019.02 | 38.2 | 37.9 | 40.8 | 31.2 | |
| SGPN2019.12 | 38.2 | 37.9 | 40.8 | 31.2 | |
| SGPN2020.06 | 38.2 | 37.9 | 40.8 | 31.2 | |
| SGPNEvaluation Split=6-fold cross validation2021.08 | 38.2 | 37.9 | 40.8 | 31.2 | |
| MV-CRFYear=2019, Backbone=vanilla PointNet++2020.01 | 36.3 | — | — | — | |
| SGPNYear=2018, Backbone=vanilla PointNet++2020.01 | 31.2 | 37.9 | 40.8 | 38.2 | |
| MT-PNetYear=2019, Backbone=vanilla PointNet++2020.01 | 24.9 | — | — | — | |
| MT-PNet2019.12 | — | — | — | 24.9 | |
| MV-CRF2019.12 | — | — | — | 36.3 |