Table 3.
Comparisons with state-of-the-art methods on YCB-Video dataset [19]. We report the AUC scores, ADD|I and 2D reprojection error for the 21 image sequences of YCB-Video dataset. The best results for each term are shown in bold.
| Sequence | PoseCNN [19] | DeepHMap [11] | DeepHMap++ | ||||||
|---|---|---|---|---|---|---|---|---|---|
| AUC | ADD|I | 2D Repr. | AUC | ADD|I | 2D Repr. | AUC | ADD|I | 2D Repr. | |
| 002 master chef can | 50.1 | 3.6 | 0.1 | 68.5 | 32.9 | 9.9 | 75.8 | 40.1 | 20.1 |
| 003 cracker box | 52.9 | 25.1 | 0.1 | 74.7 | 62.6 | 24.5 | 78.0 | 69.5 | 34.5 |
| 004 sugar box | 68.3 | 40.3 | 7.1 | 74.9 | 44.5 | 47.0 | 76.5 | 49.7 | 58.9 |
| 005 tomato soup can | 66.1 | 25.5 | 5.2 | 68.7 | 31.1 | 41.5 | 72.1 | 36.1 | 49.8 |
| 006 mustard bottle | 80.8 | 61.9 | 6.4 | 72.6 | 42.0 | 42.3 | 78.9 | 57.9 | 60.1 |
| 007 tuna fish can | 70.6 | 11.4 | 3.0 | 38.2 | 6.8 | 7.1 | 51.6 | 9.8 | 19.5 |
| 008 pudding box | 62.2 | 14.5 | 5.1 | 82.9 | 58.4 | 43.9 | 85.6 | 67.2 | 56.8 |
| 009 gelatin box | 74.8 | 12.1 | 15.8 | 82.8 | 42.5 | 62.1 | 86.7 | 59.1 | 76.8 |
| 010 potted meat can | 59.5 | 18.9 | 23.1 | 66.8 | 37.6 | 38.5 | 70.1 | 42.0 | 42.3 |
| 011 banana | 72.1 | 30.3 | 0.3 | 44.9 | 16.8 | 8.2 | 47.9 | 19.3 | 10.5 |
| 019 pitcher base | 53.1 | 15.6 | 0.0 | 70.3 | 57.2 | 15.9 | 71.8 | 58.5 | 19.8 |
| 021 bleach cleanser | 50.2 | 21.2 | 1.2 | 67.1 | 65.3 | 12.1 | 69.1 | 69.4 | 18.5 |
| 024 bowl | 69.8 | 12.1 | 4.4 | 58.6 | 25.6 | 16.0 | 60.2 | 27.7 | 18.1 |
| 025 mug | 58.4 | 5.2 | 0.8 | 38.0 | 11.6 | 20.3 | 43.4 | 12.9 | 26.3 |
| 035 power drill | 55.2 | 29.9 | 3.3 | 72.6 | 46.1 | 40.9 | 76.8 | 51.8 | 50.1 |
| 036 wood block | 61.8 | 10.7 | 0.0 | 57.7 | 34.3 | 2.5 | 61.3 | 35.7 | 2.8 |
| 037 scissors | 35.3 | 2.2 | 0.0 | 30.9 | 0.0 | 0.0 | 42.9 | 2.1 | 6.7 |
| 040 large marker | 58.1 | 3.4 | 1.4 | 46.2 | 3.2 | 0.0 | 47.6 | 3.6 | 0.8 |
| 051 large clamp | 50.1 | 28.5 | 0.3 | 42.4 | 10.8 | 0.0 | 44.1 | 11.2 | 8.7 |
| 052 extra large clamp | 46.5 | 19.6 | 0.6 | 48.1 | 29.6 | 0.0 | 51.9 | 30.9 | 0.8 |
| 061 foam brick | 85.9 | 54.5 | 0.0 | 82.7 | 51.7 | 52.4 | 84.1 | 55.4 | 59.7 |
| Average | 61.0 | 21.3 | 3.7 | 61.4 | 33.8 | 23.1 | 65.5 | 38.6 | 30.6 |