Video Object Segmentation on YouTube-Objects (J Mean)
89.4J mean (Aero)Multi-Source Fusion and Automatic Predictor Selection network
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Multi-Source Fusion and Automatic Predictor Selection networkSetting=Zero-shot2021.08 | 89.4 | 83.7 | 75.6 | 80.7 | 72.8 | 71.6 | 78.8 | 70.7 | 63.1 | 62.2 | 74.9 | |
| AGSBackbone=ResNet-101 [36], Test-time augmentation strategy=false2023.09 | 87.7 | 76.7 | 72.2 | 78.6 | 69.2 | 64.6 | 73.3 | 64.4 | 62.1 | 48.2 | 69.7 | |
| AGSSetting=Zero-shot2021.08 | 87.7 | 76.7 | 72.2 | 78.6 | 69.2 | 64.6 | 73.3 | 64.4 | 62.1 | 48.2 | 69.7 | |
| LVOSetting=Zero-shot2021.08 | 86.2 | 81 | 68.5 | 69.3 | 58.8 | 68.5 | 61.7 | 53.9 | 60.8 | 66.3 | 67.5 | |
| TMO++Backbone=ResNet-101 [36], Test-time augmentation strategy=true2023.09 | 85.8 | 80.4 | 71.6 | 78.8 | 76.5 | 72.9 | 79.9 | 66.6 | 64.4 | 47.7 | 73.7 | |
| TMOBackbone=ResNet-101 [36], Test-time augmentation strategy=false2023.09 | 85.7 | 80 | 70.1 | 78 | 73.6 | 70.3 | 76.8 | 66.2 | 58.6 | 47 | 71.5 | |
| HFANBackbone=MiT-b1 [37], Test-time augmentation strategy=true2023.09 | 84.7 | 80 | 72 | 76.1 | 76 | 71.2 | 76.9 | 71 | 64.3 | 61.4 | 73.4 | |
| HCPNBackbone=ResNet-101 [36], Test-time augmentation strategy=false2023.09 | 84.5 | 79.6 | 67.3 | 87.8 | 74.1 | 71.2 | 76.5 | 66.2 | 65.8 | 59.7 | 73.3 | |
| TMO++Backbone=ResNet-101 [36], Test-time augmentation strategy=false2023.09 | 84.2 | 80.2 | 71.9 | 78.6 | 74.8 | 72.3 | 79.2 | 66.9 | 63.3 | 47.2 | 73.1 | |
| RTNetBackbone=ResNet-101 [36], Test-time augmentation strategy=false2023.09 | 84.1 | 80.2 | 70.1 | 79.5 | 71.8 | 70.1 | 71.3 | 65.1 | 64.6 | 53.3 | 71 | |
| TMO++Backbone=MiT-b1 [37], Test-time augmentation strategy=false2023.09 | 83.2 | 85 | 69.9 | 78.1 | 77.3 | 70.6 | 80.4 | 64.9 | 61.1 | 50.8 | 73.1 | |
| TMO++Backbone=MiT-b1 [37], Test-time augmentation strategy=true2023.09 | 83.2 | 85 | 71.2 | 77.5 | 78 | 71.3 | 80.4 | 65.3 | 62.3 | 50.6 | 73.6 | |
| TMOBackbone=MiT-b1 [37], Test-time augmentation strategy=false2023.09 | 81.8 | 84.5 | 68 | 77.9 | 74.7 | 67.9 | 78 | 65 | 56.2 | 49.6 | 71.1 | |
| WCSSetting=Zero-shot2021.08 | 81.8 | 81.2 | 67.6 | 79.5 | 65.8 | 66.2 | 73.4 | 69.5 | 69.3 | 49.7 | 70.9 | |
| FSEGSetting=Zero-shot2021.08 | 81.7 | 63.8 | 72.3 | 74.9 | 68.4 | 68 | 69.4 | 60.4 | 62.7 | 62.2 | 68.4 | |
| IMCNetBackbone=ResNet-101 [36], Test-time augmentation strategy=false2023.09 | 81.2 | 78.3 | 67.9 | 78.5 | 70.4 | 67.1 | 73.1 | 63 | 63.3 | 56.8 | 70 | |
| COSNetBackbone=DeepLabv3 [58], Test-time augmentation strategy=false2023.09 | 81.1 | 75.7 | 71.3 | 77.6 | 66.5 | 69.8 | 76.8 | 67.4 | 67.7 | 46.8 | 70.5 | |
| COSNetSetting=Zero-shot2021.08 | 81.1 | 75.7 | 71.3 | 77.6 | 66.5 | 69.8 | 76.8 | 67.4 | 67.7 | 46.8 | 70.5 | |
| AGNNSetting=Zero-shot2021.08 | 81.1 | 75.9 | 70.7 | 78.1 | 67.9 | 69.7 | 77.4 | 67.3 | 68.3 | 47.8 | 70.8 | |
| AMC-NetBackbone=ResNet-101 [36], Test-time augmentation strategy=false2023.09 | 78.9 | 80.9 | 67.4 | 82 | 69 | 69.6 | 75.8 | 63 | 63.4 | 57.8 | 71.1 | |
| PDBSetting=Zero-shot2021.08 | 78 | 80 | 58.9 | 76.5 | 63 | 64.1 | 70.1 | 67.6 | 58.3 | 35.2 | 65.4 | |
| ARPSetting=Zero-shot2021.08 | 73.6 | 56.1 | 57.8 | 33.9 | 30.5 | 41.8 | 36.8 | 44.3 | 48.9 | 39.2 | 46.2 | |
| MATNetBackbone=ResNet-101 [36], Test-time augmentation strategy=false2023.09 | 72.9 | 77.5 | 66.9 | 79 | 73.7 | 67.4 | 75.9 | 63.2 | 62.6 | 51 | 69 | |
| MATNetSetting=Zero-shot2021.08 | 72.9 | 77.5 | 66.9 | 79 | 73.7 | 67.4 | 75.9 | 63.2 | 62.6 | 51 | 69 | |
| AGNNBackbone=DeepLabv3 [58], Test-time augmentation strategy=false2023.09 | 71.1 | 75.9 | 70.7 | 78.1 | 67.9 | 69.7 | 77.4 | 67.3 | 68.3 | 47.8 | 70.8 | |
| FSTSetting=Zero-shot2021.08 | 70.9 | 70.6 | 42.5 | 65.2 | 52.1 | 44.5 | 65.3 | 53.5 | 44.2 | 29.6 | 53.8 | |
| COSEGSetting=Zero-shot2021.08 | 69.3 | 76 | 53.5 | 70.4 | 66.8 | 49 | 47.5 | 55.7 | 39.5 | 53.4 | 58.1 | |
| SFLSetting=Zero-shot2021.08 | 65.6 | 65.4 | 59.9 | 64 | 58.9 | 51.1 | 54.1 | 64.8 | 52.6 | 34 | 57 |