Object-level Representation on Real Indoor Dataset
100PrecisionGauss PDA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Gauss PDASemantic=table, G.T.=21, Estimation=12026.06 | 100 | 4.8 | 9.1 | |
| Gauss PDASemantic=plant, G.T.=4, Estimation=22026.06 | 100 | 50 | 66.7 | |
| MMSSSemantic=table, G.T.=21, Estimation=12026.06 | 100 | 4.8 | 9.1 | |
| MMSSSemantic=plant, G.T.=4, Estimation=12026.06 | 100 | 25 | 40 | |
| MMNHSemantic=table, G.T.=21, Estimation=22026.06 | 100 | 9.5 | 17.4 | |
| MMNHSemantic=plant, G.T.=4, Estimation=12026.06 | 100 | 25 | 40 | |
| MHJCBBSemantic=table, G.T.=21, Estimation=52026.06 | 100 | 23.8 | 38.5 | |
| MHJCBBSemantic=plant, G.T.=4, Estimation=32026.06 | 100 | 75 | 85.7 | |
| MH-iSAM2Semantic=plant, G.T.=4, Estimation=42026.06 | 100 | 100 | 100 | |
| k-bestSemantic=plant, G.T.=4, Estimation=32026.06 | 100 | 75 | 85.7 | |
| BPDA-GMMSemantic=plant, G.T.=4, Estimation=32026.06 | 100 | 75 | 85.7 | |
| SGBASemantic=table, G.T.=21, Estimation=142026.06 | 92.9 | 61.9 | 74.3 | |
| BPDA-GMMSemantic=table, G.T.=21, Estimation=142026.06 | 92.9 | 61.9 | 74.3 | |
| k-bestSemantic=table, G.T.=21, Estimation=92026.06 | 88.9 | 38.1 | 53.3 | |
| MMSSSemantic=chair, G.T.=36, Estimation=312026.06 | 80.6 | 69.4 | 74.6 | |
| MMNHSemantic=chair, G.T.=36, Estimation=292026.06 | 79.3 | 63.9 | 70.8 | |
| MH-iSAM2Semantic=table, G.T.=21, Estimation=92026.06 | 77.8 | 33.3 | 46.7 | |
| BPDA-GMMSemantic=overall, G.T.=84, Estimation=772026.06 | 77.2 | 72.6 | 74.8 | |
| BPDA-GMMSemantic=chair, G.T.=36, Estimation=352026.06 | 77.1 | 75 | 76.1 | |
| SGBASemantic=plant, G.T.=4, Estimation=42026.06 | 75 | 75 | 75 | |
| MMSSSemantic=overall, G.T.=84, Estimation=502026.06 | 74 | 44 | 55.2 | |
| Gauss PDASemantic=chair, G.T.=36, Estimation=382026.06 | 73.7 | 77.8 | 75.7 | |
| SGBASemantic=chair, G.T.=36, Estimation=352026.06 | 71.4 | 69.4 | 70.4 | |
| MMNHSemantic=overall, G.T.=84, Estimation=512026.06 | 70.6 | 42.9 | 53.3 | |
| MMSSSemantic=monitor, G.T.=18, Estimation=102026.06 | 70 | 38.9 | 50 | |
| MMNHSemantic=monitor, G.T.=18, Estimation=102026.06 | 70 | 38.9 | 50 | |
| MH-iSAM2Semantic=monitor, G.T.=18, Estimation=202026.06 | 70 | 77.8 | 73.7 | |
| BPDA-GMMSemantic=monitor, G.T.=18, Estimation=202026.06 | 70 | 77.8 | 73.7 | |
| SlideSLAMSemantic=chair, G.T.=36, Estimation=382026.06 | 68.4 | 72.2 | 70.3 | |
| SlideSLAMSemantic=overall, G.T.=84, Estimation=472026.06 | 68.1 | 38.1 | 48.9 | |
| SlideSLAMSemantic=table, G.T.=21, Estimation=62026.06 | 66.7 | 19 | 29.6 | |
| SlideSLAMSemantic=monitor, G.T.=18, Estimation=32026.06 | 66.7 | 11.1 | 19 | |
| SGBASemantic=overall, G.T.=84, Estimation=862026.06 | 64.4 | 69 | 66.7 | |
| MH-iSAM2Semantic=overall, G.T.=84, Estimation=1012026.06 | 63.6 | 75 | 68.9 | |
| SGBASemantic=monitor, G.T.=18, Estimation=192026.06 | 63.2 | 66.7 | 64.9 | |
| Gauss PDASemantic=overall, G.T.=84, Estimation=702026.06 | 62.9 | 52.4 | 57.1 | |
| Gauss PDASemantic=monitor, G.T.=18, Estimation=132026.06 | 61.5 | 44.4 | 51.6 | |
| MHJCBBSemantic=monitor, G.T.=18, Estimation=132026.06 | 61.5 | 44.4 | 51.6 | |
| k-bestSemantic=chair, G.T.=36, Estimation=532026.06 | 60.4 | 88.9 | 71.9 | |
| k-bestSemantic=monitor, G.T.=18, Estimation=222026.06 | 59.1 | 72.2 | 65 | |
| MHJCBBSemantic=overall, G.T.=84, Estimation=862026.06 | 58.1 | 59.5 | 58.8 | |
| k-bestSemantic=overall, G.T.=84, Estimation=1042026.06 | 57.7 | 71.4 | 63.8 | |
| MH-iSAM2Semantic=chair, G.T.=36, Estimation=592026.06 | 57.6 | 94.4 | 71.6 | |
| MH-iSAM2Semantic=fridge, G.T.=5, Estimation=72026.06 | 57.1 | 80 | 66.7 | |
| BPDA-GMMSemantic=fridge, G.T.=5, Estimation=72026.06 | 57.1 | 80 | 66.7 | |
| MHJCBBSemantic=chair, G.T.=36, Estimation=562026.06 | 55.4 | 86.1 | 67.4 | |
| MMSSSemantic=fridge, G.T.=5, Estimation=72026.06 | 42.9 | 60 | 50 | |
| MMNHSemantic=fridge, G.T.=5, Estimation=92026.06 | 33.3 | 60 | 42.9 | |
| MHJCBBSemantic=fridge, G.T.=5, Estimation=92026.06 | 33.3 | 60 | 42.9 | |
| Gauss PDASemantic=fridge, G.T.=5, Estimation=162026.06 | 31.2 | 100 | 47.6 | |
| SGBASemantic=fridge, G.T.=5, Estimation=182026.06 | 27.8 | 100 | 43.5 | |
| k-bestSemantic=fridge, G.T.=5, Estimation=172026.06 | 23.5 | 80 | 36.4 | |
| SlideSLAMSemantic=fridge, G.T.=5, Estimation=02026.06 | 0 | 0 | 0 | |
| SlideSLAMSemantic=plant, G.T.=4, Estimation=02026.06 | 0 | 0 | 0 |