Offline Promptable Video Segmentation on ES, PU, LV, and SV (Offline)
90.1ESSAM 2.1
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SAM 2.1Para. (M)=38.9, Cost=2.2m, Interaction clicks=5-click2025.06 | 90.1 | 70.7 | 87.5 | 78.1 | — | |
| SAM 2.1Para. (M)=38.9, Cost=2.2m, Interaction clicks=3-click2025.06 | 87.7 | 67.3 | 83.9 | 76.2 | — | |
| TinySAM + SAM-I2VPara. (M)=18.9, Cost=4.6k, Interaction clicks=5-click2025.06 | 86.4 | 65.1 | 83 | 59.8 | — | |
| TinySAM + SAM-I2VPara. (M)=18.9, Cost=4.6k, Interaction clicks=3-click2025.06 | 84.6 | 61.2 | 77.8 | 58.5 | — | |
| TinySAM + SA + TAPara. (M)=18.7, Cost=4.6k, Interaction clicks=5-click2025.06 | 83.4 | 62.1 | 81.2 | 53.6 | — | |
| TinySAM + TAPara. (M)=17.8, Cost=4.6k, Interaction clicks=5-click2025.06 | 82.9 | 55.6 | 81.1 | 54.9 | — | |
| TinySAM + SAM-I2VPara. (M)=18.9, Cost=4.6k, Interaction clicks=Average2025.06 | 81.5 | 54.7 | 72.2 | 55.7 | 66 | |
| TinySAM + TAPara. (M)=17.8, Cost=4.6k, Interaction clicks=3-click2025.06 | 81.1 | 49.3 | 76.3 | 52.4 | — | |
| TinySAM + SA + TAPara. (M)=18.7, Cost=4.6k, Interaction clicks=3-click2025.06 | 80.9 | 56.6 | 76.6 | 52.5 | — | |
| SAM 2.1Para. (M)=38.9, Cost=2.2m, Interaction clicks=Average2025.06 | 80.6 | 61.4 | 77.6 | 73.7 | 73.3 | |
| TinySAM + TAPara. (M)=17.8, Cost=4.6k, Interaction clicks=Average2025.06 | 77.6 | 44.8 | 71.9 | 50.9 | 61.3 | |
| TinySAM + XMem++Para. (M)=72.3, Interaction clicks=5-click2025.06 | 75.9 | 62.5 | 53.7 | 58.2 | — | |
| TinySAM + SA + TAPara. (M)=18.7, Cost=4.6k, Interaction clicks=Average2025.06 | 73.8 | 51.9 | 70.9 | 50.3 | 61.7 | |
| TinySAM + XMem++Para. (M)=72.3, Interaction clicks=3-click2025.06 | 73.6 | 55.4 | 52.9 | 55.5 | — | |
| TinySAM + SAM-I2VPara. (M)=18.9, Cost=4.6k, Interaction clicks=1-click2025.06 | 73.4 | 37.8 | 55.7 | 48.9 | — | |
| TinySAM + TAPara. (M)=17.8, Cost=4.6k, Interaction clicks=1-click2025.06 | 68.9 | 29.5 | 58.3 | 45.3 | — | |
| TinySAM + XMem++Para. (M)=72.3, Interaction clicks=Average2025.06 | 65.7 | 54.6 | 51.4 | 54.3 | 56.5 | |
| SAM + XMem++Para. (M)=157.0, Interaction clicks=5-click2025.06 | 65.3 | 54.7 | 55.2 | 44.9 | — | |
| SAM + XMem++Para. (M)=157.0, Interaction clicks=3-click2025.06 | 64 | 49.3 | 53.7 | 44.1 | — | |
| SAM 2.1Para. (M)=38.9, Cost=2.2m, Interaction clicks=1-click2025.06 | 63.9 | 46.2 | 61.3 | 66.8 | — | |
| SAM + XMem++Para. (M)=157.0, Interaction clicks=Average2025.06 | 59.6 | 46.9 | 53 | 43.4 | 50.7 | |
| TinySAM + SA + TAPara. (M)=18.7, Cost=4.6k, Interaction clicks=1-click2025.06 | 57 | 37 | 54.9 | 44.8 | — | |
| SAM + XMem++Para. (M)=157.0, Interaction clicks=1-click2025.06 | 49.5 | 36.8 | 50.1 | 41.1 | — | |
| TinySAM + XMem++Para. (M)=72.3, Interaction clicks=1-click2025.06 | 47.7 | 46 | 47.5 | 49.1 | — |