Boundary Detection on SBD
71.4mAPCASENet
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CASENetCategory=ResNet2017.05 | 71.4 | — | 83.3 | 76 | 80.7 | 63.4 | 69.2 | 81.3 | 74.9 | 83.2 | 54.3 | 74.8 | 46.4 | 80.3 | 80.2 | 76.6 | 80.8 | 53.3 | 77.2 | 50.1 | 75.9 | 66.8 | |
| CASENet-Category=ResNet2017.05 | 70.7 | — | 83 | 74.7 | 79.6 | 61.5 | 67.7 | 80.7 | 74.1 | 82.8 | 53.3 | 75 | 44.5 | 79.8 | 80.4 | 76.2 | 80.2 | 53.2 | 77.3 | 47.7 | 75.6 | 66.3 | |
| BasicCategory=ResNet2017.05 | 70.6 | — | 82.5 | 74.2 | 80.2 | 62.3 | 68 | 80.8 | 74.3 | 82.9 | 52.9 | 73.1 | 46.1 | 79.6 | 78.9 | 76 | 80.4 | 52.4 | 75.4 | 48.6 | 75.8 | 68 | |
| DSNCategory=ResNet2017.05 | 70.3 | — | 81.6 | 75.6 | 78.4 | 61.3 | 67.6 | 82.3 | 74.6 | 82.6 | 52.4 | 71.9 | 45.9 | 79.2 | 78.3 | 76.2 | 80.1 | 51.9 | 74.9 | 48 | 76.5 | 66.8 | |
| HFL-CRFCategory=Baseline2017.05 | 62.5 | — | 73.9 | 61.4 | 74.6 | 57.2 | 58.8 | 70.4 | 61.6 | 71.9 | 46.5 | 72.3 | 36.2 | 71.1 | 73 | 68.1 | 70.3 | 44.4 | 73.2 | 42.6 | 62.4 | 60.1 | |
| Basic-SoftmaxCategory=ResNet2017.05 | 60.2 | — | 74 | 64.1 | 64.8 | 52.5 | 52.1 | 73.2 | 68.1 | 73.2 | 43.1 | 56.2 | 37.3 | 67.4 | 67.6 | 76.7 | 42.7 | 64.3 | 37.5 | 64.6 | 56.3 | 60.2 | |
| HFL-FC8Category=Baseline2017.05 | 58.7 | — | 71.6 | 59.6 | 68 | 54.1 | 57.2 | 68 | 58.8 | 69.3 | 43.3 | 65.8 | 33.3 | 67.9 | 67.5 | 62.2 | 69 | 43.8 | 68.5 | 33.9 | 57.7 | 54.8 | |
| CASENetCategory=VGG2017.05 | 56.8 | — | 72.5 | 61.5 | 63.8 | 54.5 | 52.3 | 65.4 | 62.6 | 67.2 | 42.6 | 51.8 | 31.4 | 62 | 61.9 | 62.8 | 75.4 | 41.7 | 59.8 | 35.8 | 59.7 | 50.7 | |
| BasicCategory=VGG2017.05 | 55.1 | — | 70 | 58.6 | 62.5 | 50.2 | 51.2 | 65.4 | 60.6 | 66.9 | 39.7 | 47.3 | 31 | 60.1 | 59.4 | 60.2 | 74.4 | 38 | 56 | 35.9 | 60 | 53.8 | |
| Basic-SoftmaxCategory=VGG2017.05 | 51.1 | — | 67.6 | 55.3 | 50.4 | 44.9 | 42.3 | 64.6 | 61 | 63.9 | 37.4 | 43.1 | 25.3 | 57.9 | 57.1 | 60 | 72 | 33 | 53.5 | 30.9 | 54.4 | 47.7 | |
| Det.+HED (cons. S&G ∩ BBs)Architecture Family=HED, Supervision=Weakly supervised, Training Data Source=S&G ∩ BBs2015.11 | 47 | 52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Det.+SE (SBD)Architecture Family=SE, Supervision=Fully supervised (GT), Training Data Source=SBD2015.11 | 45 | 51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Det.+SE (MCG ∩ BBs)Architecture Family=SE, Supervision=Weakly supervised, Training Data Source=MCG ∩ BBs2015.11 | 45 | 51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Det.+HED (SBD)Architecture Family=HED, Supervision=Fully supervised (GT), Training Data Source=SBD2015.11 | 45 | 49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Det.+SE (BSDS)Architecture Family=Other/SE, Supervision=Fully supervised (GT), Training Data Source=BSDS2015.11 | 44 | 51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Det.+HED (BSDS)Architecture Family=HED, Supervision=Fully supervised (GT), Training Data Source=BSDS2015.11 | 44 | 49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Det.+HED (cons. MCG ∩ BBs)Architecture Family=HED, Supervision=Weakly supervised, Training Data Source=MCG ∩ BBs2015.11 | 44 | 48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Det.+MCG (BSDS)Architecture Family=SE, Supervision=Fully supervised (GT), Training Data Source=BSDS2015.11 | 42 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Det.+SE (SeSe ∩ BBs)Architecture Family=SE, Supervision=Weakly supervised, Training Data Source=SeSe ∩ BBs2015.11 | 42 | 48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HED (SBD)Architecture Family=HED, Supervision=Fully supervised (GT), Training Data Source=SBD2015.11 | 41 | 44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HED (cons. S&G ∩ BBs)Architecture Family=HED, Supervision=Weakly supervised, Training Data Source=S&G ∩ BBs2015.11 | 39 | 44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SB(SBD)Architecture Family=SE, Supervision=Fully supervised (GT), Training Data Source=SBD2015.11 | 37 | 43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HED(cons. MCG ∩ BBs)Architecture Family=HED, Supervision=Weakly supervised, Training Data Source=MCG ∩ BBs2015.11 | 37 | 41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SB (MCG ∩ BBs)Architecture Family=SE, Supervision=Weakly supervised, Training Data Source=MCG ∩ BBs2015.11 | 35 | 42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SB(SeSe ∩ BBs)Architecture Family=SE, Supervision=Weakly supervised, Training Data Source=SeSe ∩ BBs2015.11 | 34 | 40 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SB(SBD) orig.Architecture Family=Other, Supervision=Fully supervised (GT), Training Data Source=SBD2015.11 | 32 | 39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HED(BSDS)Architecture Family=Other/HED, Supervision=Fully supervised (GT), Training Data Source=BSDS2015.11 | 32 | 38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InvDetCategory=Baseline2017.05 | 27.9 | — | 41.5 | 46.7 | 15.6 | 17.1 | 36.5 | 42.6 | 40.3 | 22.7 | 18.9 | 26.9 | 12.5 | 18.2 | 35.4 | 29.4 | 48.2 | 13.9 | 26.9 | 11.1 | 21.9 | 31.4 | |
| Hariharan et al.Architecture Family=Other, Supervision=Fully supervised (GT)2015.11 | 21 | 28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |