Video Object Segmentation on YoutubeObjects (val)
79.7mIoUVideoMatch
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VideoMatchFine-tuned=false2018.09 | 79.7 | 88 | 87.3 | 80.5 | 77.9 | 78.8 | 77.1 | 80.3 | 68.8 | 77.4 | 81.1 | |
| OnAVOSFine-tuned=true2018.09 | 79.3 | 90.2 | 87.9 | 81.6 | 73.8 | 75.9 | 78.7 | 80.9 | 74.2 | 66.3 | 83.8 | |
| OSVOSFine-tuned=true2018.09 | 78.3 | 88.2 | 85.7 | 77.5 | 79.6 | 70.8 | 77.8 | 81.3 | 72.8 | 73.5 | 75.7 | |
| OFLFine-tuned=false2018.09 | 77.6 | 89.9 | 84.2 | 74 | 80.9 | 68.3 | 79.8 | 76.6 | 72.6 | 73.7 | 76.3 | |
| Adaptive Predictor Fusion Network (APF)2023.03 | 75 | 86.1 | 82.4 | 73 | 79.9 | 80 | 72.6 | 80.3 | 66.5 | 66.4 | 62.6 | |
| OSVOSwith FT=true, OptFlow=false, CRF=false, Speed (s)=102018.02 | 74.1 | — | — | — | — | — | — | — | — | — | — | |
| JFSFine-tuned=false2018.09 | 74 | 89 | 81.6 | 74.2 | 70.9 | 67.7 | 79.1 | 70.3 | 67.8 | 61.5 | 78.2 | |
| MSKFine-tuned=true2018.09 | 71.8 | 81.6 | 82.9 | 74.7 | 67 | 69.6 | 75 | 75.2 | 64.9 | 49.8 | 77.7 | |
| MaskTrackwith FT=true, OptFlow=false, CRF=false, Speed (s)=122018.02 | 71.7 | — | — | — | — | — | — | — | — | — | — | |
| AMCNet2023.03 | 71.1 | 78.9 | 80.9 | 67.4 | 82 | 69 | 69.6 | 75.8 | 63 | 63.4 | 57.8 | |
| RTNet2023.03 | 71 | 84.1 | 80.2 | 70.1 | 79.5 | 71.8 | 70.1 | 71.3 | 65.1 | 64.6 | 53.3 | |
| WCS2023.03 | 70.9 | 81.8 | 81.2 | 67.6 | 79.5 | 65.8 | 66.2 | 73.4 | 69.5 | 69.3 | 49.7 | |
| AGNN2023.03 | 70.8 | 81.1 | 75.9 | 70.7 | 78.1 | 67.9 | 69.7 | 77.4 | 67.3 | 68.3 | 47.8 | |
| COSNet2023.03 | 70.5 | 81.1 | 75.7 | 71.3 | 77.6 | 66.5 | 69.8 | 76.8 | 67.4 | 67.7 | 46.8 | |
| AGS2023.03 | 69.7 | 87.7 | 76.7 | 72.2 | 78.6 | 69.2 | 64.6 | 73.3 | 64.4 | 62.1 | 48.2 | |
| Ours (Stage 1&2)with FT=false, OptFlow=false, CRF=false, Speed (s)=0.142018.02 | 69 | — | — | — | — | — | — | — | — | — | — | |
| MATNet2023.03 | 69 | 72.9 | 77.5 | 66.9 | 79 | 73.7 | 67.4 | 75.9 | 63.2 | 62.6 | 51 | |
| FSEG2023.03 | 68.4 | 81.7 | 63.8 | 72.3 | 74.9 | 68.4 | 68 | 69.4 | 60.4 | 62.7 | 62.2 | |
| BVSFine-tuned=false2018.09 | 68 | 86.8 | 80.9 | 65.1 | 68.7 | 55.9 | 69.9 | 68.5 | 58.9 | 60.5 | 65.2 | |
| SCFFine-tuned=false2018.09 | 67.6 | 86.3 | 81 | 68.6 | 69.4 | 58.9 | 68.6 | 61.8 | 54 | 60.9 | 66.3 | |
| OFLOptFlow=true, CRF=true, Speed (s)=42.22018.02 | 67.5 | — | — | — | — | — | — | — | — | — | — | |
| LVO2023.03 | 67.5 | 86.2 | 81 | 68.5 | 69.3 | 58.8 | 68.5 | 61.7 | 53.9 | 60.8 | 66.3 | |
| MaskTrack-Bwith FT=false, OptFlow=false, CRF=false, Speed (s)=0.242018.02 | 66.5 | — | — | — | — | — | — | — | — | — | — | |
| Ours (Stage 1)with FT=false, OptFlow=false, CRF=false, Speed (s)=0.142018.02 | 66.4 | — | — | — | — | — | — | — | — | — | — | |
| PDB2023.03 | 65.4 | 78 | 80 | 58.9 | 76.5 | 63 | 64.1 | 70.1 | 67.6 | 58.3 | 35.2 | |
| AFSFine-tuned=false2018.09 | 62.5 | 79.9 | 78.4 | 60.1 | 64.4 | 50.4 | 65.7 | 54.2 | 50.8 | 58.3 | 62.4 | |
| BVSOptFlow=false, CRF=false, Speed (s)=0.372018.02 | 58.4 | — | — | — | — | — | — | — | — | — | — | |
| COSEG2023.03 | 58.1 | 69.3 | 76 | 53.5 | 70.4 | 66.8 | 49 | 47.5 | 55.7 | 39.5 | 53.4 | |
| SFL2023.03 | 57 | 65.6 | 65.4 | 59.9 | 64 | 58.9 | 51.1 | 54.1 | 64.8 | 52.6 | 34 | |
| FSTFine-tuned=false2018.09 | 53.8 | 70.9 | 70.6 | 42.5 | 65.2 | 52.1 | 44.5 | 65.3 | 53.5 | 44.2 | 29.6 | |
| FST2023.03 | 53.8 | 70.9 | 70.6 | 42.5 | 65.2 | 52.1 | 44.5 | 65.3 | 53.5 | 44.2 | 29.6 | |
| HBTFine-tuned=false2018.09 | 46.3 | 73.6 | 56.1 | 57.8 | 33.9 | 30.5 | 41.8 | 36.8 | 44.3 | 48.9 | 39.2 | |
| ARP2023.03 | 46.2 | 73.6 | 56.1 | 57.8 | 33.9 | 30.5 | 41.8 | 36.8 | 44.3 | 48.9 | 39.2 | |
| OSVOS-Bwith FT=false, OptFlow=false, CRF=false, Speed (s)=0.142018.02 | 44.7 | — | — | — | — | — | — | — | — | — | — | |
| LTVFine-tuned=false2018.09 | 15.5 | 13.7 | 12.2 | 10.8 | 23.7 | 18.6 | 16.3 | 18 | 11.5 | 10.6 | 19.6 |