Polyp Segmentation on CVC-ClinicDB-612 (test)
94.5S_alphaPNS+
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PNS+Supervision Setting=Fully Supervised2026.06 | 94.5 | 96.7 | 89.5 | 93.1 | 88.3 | 0.9 | |
| PraNetSupervision Setting=Fully Supervised2026.06 | 93.6 | 95.7 | 88.6 | 92.3 | 86.9 | 0.8 | |
| PNSSupervision Setting=Fully Supervised2026.06 | 93 | 95.3 | 87.2 | 92 | 86.1 | 0.8 | |
| ARTEMISLabeled training data ratio=1/82026.06 | 92.8 | 95.2 | 88.2 | 89.6 | 81.7 | 0.8 | |
| ARTEMISSupervision Setting=Scribble Supervision2026.06 | 91.7 | 94.8 | 86.5 | 88.7 | 80.2 | 1.1 | |
| ARTEMISLabeled training data ratio=1/162026.06 | 90.9 | 92.9 | 85.2 | 84.8 | 76.1 | 1.2 | |
| SEELabeled training data ratio=1/82026.06 | 90.1 | 93.1 | 84.7 | 86.7 | 76.1 | 1.3 | |
| SEESupervision Setting=Scribble Supervision2026.06 | 89.8 | 92.1 | 78.9 | 81.9 | 70.4 | 1.6 | |
| KnowSAMLabeled training data ratio=1/82026.06 | 89.5 | 92.8 | 81.7 | 84.1 | 72.1 | 1.6 | |
| ARTEMISSupervision Setting=Point Supervision2026.06 | 88.7 | 90.7 | 79.4 | 83.1 | 72.3 | 1.7 | |
| ST-SAMLabeled training data ratio=1/82026.06 | 88.5 | 92.4 | 80.5 | 82.8 | 70.7 | 1.8 | |
| SEELabeled training data ratio=1/162026.06 | 88.5 | 92.3 | 78.3 | 81.3 | 67.1 | 1.5 | |
| ProMaCSupervision Setting=Scribble Supervision2026.06 | 88.2 | 91.4 | 80.2 | 82.9 | 71.1 | 1.8 | |
| CMLLabeled training data ratio=1/82026.06 | 88.1 | 92.1 | 78.8 | 80.7 | 67.3 | 1.7 | |
| KnowSAMLabeled training data ratio=1/162026.06 | 88.1 | 92.5 | 81.5 | 80.1 | 66.9 | 1.8 | |
| WS-SAMSupervision Setting=Scribble Supervision2026.06 | 87.6 | 89.3 | 76.8 | 79.1 | 67.6 | 1.8 | |
| AD-MTLabeled training data ratio=1/82026.06 | 87.5 | 90.1 | 79.1 | 81.5 | 68.9 | 1.9 | |
| ST-SAMLabeled training data ratio=1/162026.06 | 87.5 | 91.3 | 79.1 | 79.3 | 65.5 | 1.8 | |
| CMLLabeled training data ratio=1/162026.06 | 86.9 | 88.1 | 75.5 | 78.2 | 64.5 | 1.8 | |
| AD-MTLabeled training data ratio=1/162026.06 | 86.2 | 88.2 | 76.1 | 77.6 | 63.2 | 1.9 | |
| CauSSLLabeled training data ratio=1/82026.06 | 85.9 | 86.7 | 74.5 | 77.5 | 63.8 | 1.7 | |
| MCFLabeled training data ratio=1/82026.06 | 84.2 | 85.3 | 73.1 | 75.4 | 60.5 | 1.9 | |
| CauSSLLabeled training data ratio=1/162026.06 | 84.1 | 84.7 | 72.1 | 74.9 | 58.1 | 1.9 | |
| SEESupervision Setting=Point Supervision2026.06 | 84.1 | 85.2 | 73.2 | 75.1 | 61.4 | 2 | |
| ProMaCSupervision Setting=Point Supervision2026.06 | 83.8 | 83.1 | 69.1 | 70.9 | 55.5 | 2.7 | |
| WeakPolypSupervision Setting=Scribble Supervision2026.06 | 83.5 | 85.5 | 69.8 | 72.6 | 59.9 | 1.9 | |
| SCODSupervision Setting=Scribble Supervision2026.06 | 83.3 | 85.5 | 69.2 | 73.5 | 59.1 | 2.1 | |
| SCWSSupervision Setting=Scribble Supervision2026.06 | 83.1 | 84.4 | 68.1 | 71.2 | 58.1 | 2.2 | |
| TELSupervision Setting=Scribble Supervision2026.06 | 83.1 | 84.1 | 67.8 | 70.5 | 55 | 2.1 | |
| MCFLabeled training data ratio=1/162026.06 | 82.4 | 83.3 | 66.5 | 69.1 | 52.5 | 2.3 | |
| WS-SAMSupervision Setting=Point Supervision2026.06 | 80.5 | 84.1 | 66.7 | 70.2 | 55.7 | 3.2 | |
| MTLabeled training data ratio=1/82026.06 | 80.2 | 84.2 | 65.7 | 69.1 | 52.7 | 4.3 | |
| GenSAMSupervision Setting=Scribble Supervision2026.06 | 80.1 | 82.2 | 67.1 | 68.1 | 52.2 | 2.9 | |
| MTLabeled training data ratio=1/162026.06 | 78.1 | 82.8 | 63.7 | 65.1 | 49.2 | 4.6 | |
| TELSupervision Setting=Point Supervision2026.06 | 77.7 | 82.4 | 63.7 | 70.1 | 54.7 | 4.2 | |
| SCODSupervision Setting=Point Supervision2026.06 | 77.1 | 81.1 | 63.5 | 69.5 | 54.2 | 4.9 | |
| SCWSSupervision Setting=Point Supervision2026.06 | 76.1 | 80.3 | 62.1 | 64.7 | 48.7 | 5.1 | |
| GenSAMSupervision Setting=Point Supervision2026.06 | 75.2 | 79.1 | 62.1 | 62.7 | 46.2 | 5 | |
| SAM-WSSupervision Setting=Scribble Supervision2026.06 | 72.9 | 73.1 | 53.1 | 52.4 | 37.6 | 6.7 | |
| SAM-SLabeled training data ratio=1/82026.06 | 70.1 | 69.2 | 48.7 | 49.7 | 33.5 | 5.7 | |
| SAM-WSSupervision Setting=Point Supervision2026.06 | 69.5 | 68 | 46.7 | 48.1 | 33.1 | 6.4 | |
| SAM-SLabeled training data ratio=1/162026.06 | 68.5 | 69 | 48.1 | 49.1 | 32.1 | 5.9 |