Object Detection on Pascal VOC -> Clipart (test)
55.3mAPDDT
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DDTDetector=FCOS-R1012025.06 | 55.3 | 58.6 | 73.2 | 42 | 48 | 54.7 | 84.7 | 55.9 | 49.4 | 35.5 | 40.5 | 58.6 | — | 82.9 | 58 | 39.1 | 41.7 | 54.7 | 61.3 | 65.2 | 17 | |
| Oracle2026.03 | 53.8 | 46.2 | 71.3 | 45.3 | 52.5 | 72 | 53.1 | 72 | 34.8 | 60.1 | 23.8 | 50.6 | 63.6 | 72.8 | 67.7 | 28.3 | 63.7 | 59.8 | 51.5 | 60.9 | 25.5 | |
| DA-Mamba2026.03 | 52.5 | 46.7 | 68.8 | 42.9 | 51.3 | 69.1 | 53.1 | 70 | 33.8 | 59.5 | 20.5 | 48.5 | 68.2 | 70.9 | 67.2 | 25.6 | 60.7 | 58.5 | 50.8 | 59 | 24.1 | |
| DDTDetector=FCOS-R502025.06 | 51.7 | 50.7 | 53.1 | 34.1 | 41.5 | 57 | 86.3 | 49.5 | 52.8 | 33.6 | 32.4 | 49 | — | 82.1 | 57.8 | 37.1 | 42.6 | 54.1 | 60.8 | 57.1 | 9.3 | |
| ATDetector=FRCNN-V162025.06 | 49.3 | 33.8 | 60.9 | 38.6 | 49.4 | 52.4 | 53.9 | 52.8 | 63.5 | 34 | 25 | 62.2 | — | 77.2 | 57.7 | 27.2 | 52 | 55.7 | 54.1 | 56.7 | 7.5 | |
| CAT2026.03 | 49.1 | 40.5 | 64.1 | 38.8 | 41 | 60.7 | 55.5 | 54.7 | 59.6 | 46.2 | 20.3 | 58.7 | 92.9 | 62.6 | 57.5 | 22.4 | 40.9 | 49.5 | 46 | 55.6 | 14.3 | |
| D-ADAPTDetector=FRCNN-R502025.06 | 49 | 56.4 | 63.2 | 42.3 | 40.9 | 45.3 | 77 | 44.3 | 58.4 | 31.4 | 24.5 | 47.1 | — | 69.3 | 43.5 | 27.9 | 34.1 | 60.7 | 64 | 48.7 | 25.4 | |
| DA-Ada2024.10 | 48 | 42.3 | 75.1 | 48.9 | 45.9 | 49 | 71.8 | 50.7 | 56.6 | 19.9 | 20.6 | 61.3 | 80.7 | 73 | 29.2 | 37.5 | 21.5 | 52.5 | 52.9 | — | — | |
| DA-Ada2026.03 | 48 | 42.3 | 75.1 | 48.9 | 45.9 | 49 | 71.8 | 50.7 | 56.6 | 19.9 | 20.6 | 61.3 | 80.7 | 73 | 29.2 | 37.5 | 21.5 | 52.5 | 52.9 | 55.6 | 15.4 | |
| DASDAOD Framework=AT, Base Detector=Faster R-CNN2024.12 | 47.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OracleDAOD Framework=AT, Base Detector=Faster R-CNN2024.12 | 47.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CMT2024.10 | 47 | 39.8 | 56.3 | 38.7 | 39.7 | 60.4 | 35 | 60.1 | 60.4 | 35.8 | 28.1 | 67.8 | 84.5 | 80.1 | 55.5 | 20.3 | 32.8 | 42.3 | 38.2 | — | — | |
| CMTDetector=FRCNN-V162025.06 | 47 | 39.8 | 56.3 | 38.7 | 39.7 | 60.4 | 35 | 60.1 | 60.4 | 35.8 | 28.1 | 67.8 | — | 80.1 | 55.5 | 20.3 | 32.8 | 42.3 | 38.2 | 56 | 7.1 | |
| CMT2026.03 | 47 | 39.8 | 56.3 | 38.7 | 39.7 | 60.4 | 35 | 60.1 | 60.4 | 35.8 | 28.1 | 67.8 | 84.5 | 80.1 | 55.5 | 20.3 | 32.8 | 42.3 | 38.2 | 56 | 7.1 | |
| SIGMA++2024.10 | 46.7 | 36.3 | 54.6 | 40.1 | 31.6 | 58 | 60.4 | 44.4 | 66.2 | 25.7 | 25.3 | 44.4 | 58.8 | 64.8 | 55.4 | 36.2 | 38.6 | 54.1 | 59.3 | — | — | |
| SIGMA++2026.03 | 46.7 | 36.3 | 54.6 | 40.1 | 31.6 | 58 | 60.4 | 44.4 | 66.2 | 25.7 | 25.3 | 44.4 | 58.8 | 64.8 | 55.4 | 36.2 | 38.6 | 54.1 | 59.3 | 46.2 | 33.6 | |
| TIADetector=FRCNN-R1012025.06 | 46.3 | 42.2 | 66 | 36.9 | 37.3 | 43.7 | 71.8 | 44.9 | 58.9 | 18.2 | 29.1 | 40.7 | — | 67.4 | 49.7 | 27.4 | 27.8 | 57.1 | 50.6 | 49.7 | 18.2 | |
| TIA2026.03 | 46.3 | 42.2 | 66 | 36.9 | 37.3 | 43.7 | 71.8 | 44.9 | 58.9 | 18.2 | 29.1 | 40.7 | 87.8 | 67.4 | 49.7 | 27.4 | 27.8 | 57.1 | 50.6 | 49.7 | 18.2 | |
| TIA2024.10 | 46.2 | 42.2 | 66 | 36.9 | 37.3 | 43.7 | 71.8 | 44.9 | 58.9 | 18.2 | 29.1 | 40.7 | 87.8 | 67.4 | 49.7 | 27.4 | 27.8 | 57.1 | 50.6 | — | — | |
| CIGARDetector=FCOS-R1012025.06 | 46.2 | 35.2 | 55 | 39.2 | 30.7 | 60.1 | 58.1 | 47 | 61 | 21.8 | 26.7 | 44.6 | — | 68.5 | 54.4 | 31.3 | 38.8 | 56.5 | 63.5 | 46.9 | 31.8 | |
| CIGAR2026.03 | 46.2 | 35.2 | 55 | 39.2 | 30.7 | 60.1 | 58.1 | 47 | 61 | 21.8 | 26.7 | 44.6 | 52.4 | 68.5 | 54.4 | 31.3 | 38.8 | 56.5 | 63.5 | 46.9 | 31.8 | |
| Baseline(UDA)2026.03 | 46.2 | 38.1 | 61.1 | 41 | 38.8 | 63.7 | 51.1 | 66.6 | 24.9 | 56 | 15.8 | 44.8 | 64.1 | 60.7 | 53.9 | 22.7 | 53.3 | 53 | 43.2 | 53.2 | 17.9 | |
| DDTDetector=FCOS-R182025.06 | 46.1 | 48.9 | 58.9 | 32.3 | 30 | 42.4 | 72.4 | 48.6 | 38.9 | 30.2 | 27.5 | 40.1 | — | 76 | 53.2 | 33.5 | 38.8 | 49.5 | 47.1 | 54.5 | 11.2 | |
| ATMT2024.10 | 45.2 | 37.5 | 63.4 | 37.9 | 29.8 | 45.1 | 62.7 | 43.7 | 57.4 | 22.9 | 25.3 | 39.6 | 87.1 | 70.9 | 50.6 | 29.1 | 32.2 | 58.4 | 50.5 | — | — | |
| CIGAR2024.10 | 45.2 | 35.2 | 55 | 39.2 | 30.7 | 60.1 | 58.1 | 47 | 61 | 21.8 | 26.7 | 44.6 | 52.4 | 68.5 | 54.4 | 31.3 | 38.8 | 56.5 | 63.5 | — | — | |
| LODSDetector=FRCNN-R1012025.06 | 45.2 | 43.1 | 61.4 | 40.1 | 36.8 | 48.2 | 45.8 | 44.8 | 53.3 | 32.5 | 26.1 | 40.6 | — | 68.5 | 48.9 | 25.4 | 33.2 | 44 | 56.5 | 48.3 | 20.4 | |
| ATMT2026.03 | 45.2 | 37.5 | 63.4 | 37.9 | 29.8 | 45.1 | 62.7 | 43.7 | 57.4 | 22.9 | 25.3 | 39.6 | 87.1 | 70.9 | 50.6 | 29.1 | 32.2 | 58.4 | 50.5 | 41.2 | 19.5 | |
| FDDAOD Framework=AT, Base Detector=Faster R-CNN2024.12 | 45.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSDAOD Framework=AT, Base Detector=Faster R-CNN2024.12 | 45.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SIGMA2024.10 | 44.1 | 40.1 | 55.4 | 37.4 | 31.1 | 54.9 | 54.3 | 44.7 | 65.6 | 23 | 22 | 42.8 | 55.6 | 67.2 | 55.2 | 32.9 | 40.8 | 45 | 58.6 | — | — | |
| UMTDetector=FRCNN-R1012025.06 | 44.1 | 39.6 | 59.1 | 32.4 | 35 | 45.1 | 61.9 | 46 | 67.6 | 21.4 | 29.5 | 48.2 | — | 70.5 | 56.7 | 25.9 | 28.9 | 39.4 | 43.6 | 48.4 | 7.5 | |
| UMT2026.03 | 44.1 | 39.6 | 59.1 | 32.4 | 35 | 45.1 | 61.9 | 46 | 67.6 | 21.4 | 29.5 | 48.2 | 75.9 | 70.5 | 56.7 | 25.9 | 28.9 | 39.4 | 43.6 | 48.4 | 7.5 | |
| PSDAOD Framework=AT, Base Detector=Faster R-CNN2024.12 | 43.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESDAOD Framework=AT, Base Detector=Faster R-CNN2024.12 | 43.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.3)DAOD Framework=AT, Base Detector=Faster R-CNN2024.12 | 43.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.95)DAOD Framework=AT, Base Detector=Faster R-CNN2024.12 | 43.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BoSDAOD Framework=AT, Base Detector=Faster R-CNN2024.12 | 43.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UMT2024.10 | 43.6 | 39.6 | 59.1 | 32.4 | 35 | 45.1 | 61.9 | 46 | 67.6 | 21.4 | 29.5 | 48.2 | 75.9 | 70.5 | 56.7 | 25.9 | 28.9 | 39.4 | 43.6 | — | — | |
| FGRR2024.10 | 43.3 | 30.8 | 52.1 | 35.1 | 32.4 | 42.2 | 62.8 | 42.8 | 58.6 | 33.5 | 20.8 | 37.2 | 81.4 | 66.2 | 50.3 | 21.5 | 29.3 | 58.2 | 47 | — | — | |
| SADADetector=FRCNN-R502025.06 | 43.3 | 29.4 | 56.8 | 30.6 | 34 | 49.5 | 50.5 | 48.5 | 64.4 | 20.3 | 29 | 42.3 | — | 73.4 | 37.4 | 20.5 | 39.8 | 41.2 | 48 | 47.7 | 18.7 | |
| SAPNetDetector=FRCNN-R1012025.06 | 42.2 | 27.4 | 70.8 | 32 | 27.9 | 42.4 | 63.5 | 48.2 | 46.1 | 31.8 | 17.9 | 43.8 | — | 68.1 | 49 | 18.7 | 20.4 | 55.8 | 51.3 | 47.5 | 14.3 | |
| IIPD2024.10 | 42.1 | 41.5 | 52.7 | 34.5 | 28.1 | 43.7 | 58.5 | 40.1 | 54.4 | 26.7 | 28.5 | 37.7 | 75.4 | 63.7 | 48.7 | 16.5 | 30.8 | 54.5 | 48.7 | — | — | |
| IIODDetector=FRCNN-V162025.06 | 42.1 | 41.5 | 52.7 | 34.5 | 28.1 | 43.7 | 58.5 | 40.1 | 54.4 | 26.7 | 28.5 | 37.7 | — | 63.7 | 48.7 | 16.5 | 30.8 | 54.5 | 48.7 | 41.8 | 15.3 | |
| Last Ckpt.DAOD Framework=AT, Base Detector=Faster R-CNN2024.12 | 41.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.4)DAOD Framework=AT, Base Detector=Faster R-CNN2024.12 | 41.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DBGL2024.10 | 41.6 | 28.5 | 52.3 | 34.3 | 32.8 | 38.6 | 66.4 | 39.9 | 47.4 | 23.9 | 17.9 | 38.9 | 78.3 | 61.2 | 51.7 | 26.2 | 28.9 | 56.8 | 44.5 | — | — | |
| DBGLDetector=FRCNN-R502025.06 | 41.6 | 28.5 | 52.3 | 34.3 | 32.8 | 38.6 | 66.4 | 39.9 | 47.4 | 23.9 | 17.9 | 38.9 | — | 61.2 | 51.7 | 26.2 | 28.9 | 56.8 | 44.5 | 38.2 | 25.3 | |
| TFD2024.10 | 41.2 | 27.9 | 64.8 | 28.4 | 29.5 | 25.7 | 64.2 | 47.5 | 50.9 | 50.8 | 21.3 | 33.9 | 60.2 | 65.6 | 42.5 | 15.1 | 40.5 | 45.5 | 48.6 | — | — | |
| TFD2026.03 | 41.2 | 27.9 | 64.8 | 28.4 | 29.5 | 25.7 | 64.2 | 47.5 | 50.9 | 50.8 | 21.3 | 33.9 | 60.2 | 65.6 | 42.5 | 15.1 | 40.5 | 45.5 | 48.6 | 47.7 | 13.5 | |
| OracleDAOD Framework=CMT, Base Detector=Faster R-CNN2024.12 | 40.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HTCNDetector=FRCNN-R1012025.06 | 40.3 | 33.6 | 58.9 | 34 | 23.4 | 45.6 | 57 | 39.7 | 51.3 | 21.1 | 20.1 | 39.1 | — | 63 | 43.1 | 19.3 | 30.1 | 50.2 | 51.8 | 39.8 | 12 | |
| UaDAN2024.10 | 40.2 | 35 | 73.7 | 41 | 24.4 | 21.3 | 69.8 | 34.2 | 61.2 | 31 | 29.5 | 47.9 | 63.6 | 62.2 | 61.3 | 13.9 | 7.6 | 48.6 | 23.9 | — | — | |
| UaDANDetector=FRCNN-R502025.06 | 40.2 | 35 | 72.7 | 41 | 24.4 | 21.3 | 69.8 | 34.2 | 61.2 | 31 | 29.5 | 47.9 | — | 62.2 | 61.3 | 13.9 | 7.6 | 48.6 | 23.9 | 53.5 | 2.3 | |
| UaDAN2026.03 | 40.2 | 35 | 73.7 | 41 | 24.4 | 21.3 | 69.8 | 34.2 | 61.2 | 31 | 29.5 | 47.9 | 63.6 | 62.2 | 61.3 | 13.9 | 7.6 | 48.6 | 23.9 | 53.5 | 2.3 | |
| Last Ckpt.DAOD Framework=CMT, Base Detector=Faster R-CNN2024.12 | 40.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.4)DAOD Framework=CMT, Base Detector=Faster R-CNN2024.12 | 40.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FDDAOD Framework=CMT, Base Detector=Faster R-CNN2024.12 | 40.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BoSDAOD Framework=CMT, Base Detector=Faster R-CNN2024.12 | 40.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DASDAOD Framework=CMT, Base Detector=Faster R-CNN2024.12 | 40.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSDAOD Framework=CMT, Base Detector=Faster R-CNN2024.12 | 40.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSDAOD Framework=CMT, Base Detector=Faster R-CNN2024.12 | 39.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESDAOD Framework=CMT, Base Detector=Faster R-CNN2024.12 | 39.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.3)DAOD Framework=CMT, Base Detector=Faster R-CNN2024.12 | 39.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.95)DAOD Framework=CMT, Base Detector=Faster R-CNN2024.12 | 39.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CRDADetector=FRCNN-R1012025.06 | 38.3 | 28.7 | 55.3 | 31.8 | 26 | 40.1 | 63.6 | 38.7 | 49.3 | 17.6 | 14.1 | 33.3 | — | 61.3 | 46.3 | 22.3 | 24.3 | 49.1 | 44.3 | 36.6 | 9.4 | |
| SWDADetector=FRCNN-V162025.06 | 38.1 | 26.2 | 48.5 | 32.6 | 33.7 | 38.5 | 54.3 | 34.8 | 58.3 | 17 | 12.5 | 33.8 | — | 61.6 | 52 | 9.3 | 24.9 | 54.1 | 49.1 | 37.1 | 18.6 | |
| OracleDAOD Framework=MT, Base Detector=Faster R-CNN2024.12 | 35.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DASDAOD Framework=MT, Base Detector=Faster R-CNN2024.12 | 35.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Last Ckpt.DAOD Framework=MT, Base Detector=Faster R-CNN2024.12 | 34.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSDAOD Framework=MT, Base Detector=Faster R-CNN2024.12 | 34.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESDAOD Framework=MT, Base Detector=Faster R-CNN2024.12 | 34.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.3)DAOD Framework=MT, Base Detector=Faster R-CNN2024.12 | 34.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.4)DAOD Framework=MT, Base Detector=Faster R-CNN2024.12 | 34.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.95)DAOD Framework=MT, Base Detector=Faster R-CNN2024.12 | 34.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BoSDAOD Framework=MT, Base Detector=Faster R-CNN2024.12 | 34.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSDAOD Framework=MT, Base Detector=Faster R-CNN2024.12 | 33.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FDDAOD Framework=MT, Base Detector=Faster R-CNN2024.12 | 31.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BaselineDetector=FCOS-R1012025.06 | 29.3 | 33.6 | 42.3 | 21.2 | 20.1 | 32.9 | 62 | 41.1 | 17.9 | 33 | 9.1 | 30.4 | — | 39.1 | 37.4 | 8.8 | 22.6 | 27.3 | 16.1 | 30 | 14.5 | |
| BaselineDetector=FCOS-R502025.06 | 26.9 | 40 | 26.7 | 17.8 | 21 | 31.9 | 32.2 | 36.3 | 35.7 | 28.3 | 6.1 | 25.5 | — | 37.2 | 33.5 | 5.1 | 25.6 | 24.5 | 26.3 | 28.8 | 12.2 | |
| BaselineDetector=FCOS-R182025.06 | 21.3 | 18.7 | 26 | 15 | 10.1 | 19.5 | 65.6 | 24.3 | 4.2 | 24.1 | 7.9 | 24.9 | — | 33.5 | 26.1 | 0.2 | 17.2 | 23 | 11.2 | 30.6 | 1.8 | |
| ESDAOD Framework=DAF, Base Detector=Faster R-CNN2024.12 | 17.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OracleDAOD Framework=DAF, Base Detector=Faster R-CNN2024.12 | 17.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.95)DAOD Framework=DAF, Base Detector=Faster R-CNN2024.12 | 17.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DASDAOD Framework=DAF, Base Detector=Faster R-CNN2024.12 | 17.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Last Ckpt.DAOD Framework=DAF, Base Detector=Faster R-CNN2024.12 | 15.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSDAOD Framework=DAF, Base Detector=Faster R-CNN2024.12 | 15.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.3)DAOD Framework=DAF, Base Detector=Faster R-CNN2024.12 | 15.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATC (th=.4)DAOD Framework=DAF, Base Detector=Faster R-CNN2024.12 | 15.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSDAOD Framework=DAF, Base Detector=Faster R-CNN2024.12 | 14.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BoSDAOD Framework=DAF, Base Detector=Faster R-CNN2024.12 | 13.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FDDAOD Framework=DAF, Base Detector=Faster R-CNN2024.12 | 13.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |