Zero-shot Video Object Segmentation on DAVIS 2016 (val)
80.7J MeanAGNN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AGNNBackbone=DeepLabV32020.01 | 80.7 | 94 | 0.03 | 79.1 | 90.5 | 0.03 | 33.7 | |
| AGS2020.01 | 79.7 | 91.1 | 1.9 | 77.4 | 85.8 | 1.6 | 26.7 | |
| PDB2020.01 | 77.2 | 90.1 | 0.9 | 74.5 | 84.4 | -0.2 | 29.1 | |
| MOA2020.01 | 77.2 | 87.8 | 5 | 77.4 | 84.4 | 3.3 | 27.9 | |
| ARP2020.01 | 76.2 | 91.1 | 7 | 70.6 | 83.5 | 7.9 | 39.3 | |
| LVO2020.01 | 75.9 | 89.1 | 0 | 72.1 | 83.4 | 1.3 | 26.5 | |
| FSEG2020.01 | 70.7 | 83 | 1.5 | 65.3 | 73.8 | 1.8 | 32.8 | |
| MP2020.01 | 70 | 85 | 1.3 | 65.9 | 79.2 | 2.5 | 57.2 | |
| SFL2020.01 | 67.4 | 81.4 | 6.2 | 66.7 | 77.1 | 5.1 | 28.2 | |
| MuGSupervision=Weakly-supervised2020.03 | 61.2 | 65.9 | 11.6 | 56.1 | 54.6 | 20.3 | 23.6 | |
| MuGSupervision=Unsupervised Learning2020.03 | 58 | 65.3 | 2 | 51.5 | 53.2 | 2.1 | 30.1 | |
| FST2020.01 | 55.8 | 64.9 | 0 | 51.1 | 51.6 | 2.9 | 36.6 | |
| FSTSupervision=Non Learning2020.03 | 55.8 | 64.7 | 0 | 51.1 | 51.6 | 2.9 | 36.6 | |
| CUT2020.01 | 55.2 | 57.5 | 2.2 | 55.2 | 51.9 | 3.4 | 27.7 | |
| NLC2020.01 | 55.1 | 55.8 | 12.6 | 52.3 | 61 | 11.4 | 42.5 | |
| NLCSupervision=Non Learning2020.03 | 55.1 | 55.8 | 12.6 | 52.3 | 51.9 | 11.4 | 42.5 | |
| MSG2020.01 | 53.3 | 61.6 | 2.4 | 50.8 | 60 | 5.1 | 30.2 | |
| MSGSupervision=Non Learning2020.03 | 53.3 | 61.6 | 2.4 | 50.8 | 60 | 5.1 | 30.1 | |
| COSEGSupervision=Weakly-supervised2020.03 | 52.8 | 50 | 10.7 | 49.3 | 52.7 | 10.5 | 28.2 | |
| KEY2020.01 | 49.8 | 59.1 | 14.1 | 42.7 | 37.5 | 10.6 | 26.9 | |
| KEYSupervision=Non Learning2020.03 | 49.8 | 59.1 | 14.1 | 42.7 | 37.5 | 10.6 | 26.9 | |
| Motion MasksSupervision=Unsupervised Learning2020.03 | 48.9 | 44.7 | 19.2 | 39.1 | 28.6 | 17.9 | 36.4 | |
| CVOSSupervision=Non Learning2020.03 | 48.2 | 54 | 10.5 | 44.7 | 52.6 | 11.7 | 25 | |
| TRCSupervision=Non Learning2020.03 | 47.3 | 49.3 | 8.3 | 44.1 | 43.6 | 12.9 | 39.1 | |
| TSNSupervision=Unsupervised Learning2020.03 | 31.2 | 18.7 | -0.4 | 18.4 | 5.6 | 1.9 | 37.5 |