Video Object Segmentation on SA-V SAM2.1-B+ (test)
79.6J&FOriginal
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OriginalMemory interval (Δt)=5, Backbone=SAM2.1-B+, IE=Original setting, MA=Original setting2026.02 | 79.6 | — | |
| SMRMemory interval (Δt)=5, Backbone=SAM2.1-B+, IE=Original setting, MA=Optimized2026.02 | 79.4 | 1.82 | |
| SMR-randomMemory interval (Δt)=5, Backbone=SAM2.1-B+, IE=Original setting, MA=Optimized2026.02 | 78.8 | 1.73 | |
| SMR-uniformMemory interval (Δt)=5, Backbone=SAM2.1-B+, IE=Original setting, MA=Optimized2026.02 | 78.6 | 1.78 | |
| SMRMemory interval (Δt)=1, Backbone=SAM2.1-B+, IE=Original setting, MA=Optimized2026.02 | 77.8 | 1.82 | |
| OriginalMemory interval (Δt)=1, Backbone=SAM2.1-B+, IE=Original setting, MA=Original setting2026.02 | 77.7 | — | |
| SWRMemory interval (Δt)=5, Backbone=SAM2.1-B+, IE=Optimized, MA=Original setting2026.02 | 76.9 | 1.69 | |
| Efficient-SAM2Memory interval (Δt)=5, Backbone=SAM2.1-B+, IE=Optimized, MA=Optimized2026.02 | 76.9 | 1.74 | |
| SMR-uniformMemory interval (Δt)=1, Backbone=SAM2.1-B+, IE=Original setting, MA=Optimized2026.02 | 76.8 | 1.78 | |
| SMR-randomMemory interval (Δt)=1, Backbone=SAM2.1-B+, IE=Original setting, MA=Optimized2026.02 | 76.7 | 1.73 | |
| Efficient-SAM2Memory interval (Δt)=1, Backbone=SAM2.1-B+, IE=Optimized, MA=Optimized2026.02 | 75.5 | 1.74 | |
| SWRMemory interval (Δt)=1, Backbone=SAM2.1-B+, IE=Optimized, MA=Original setting2026.02 | 75 | 1.69 | |
| MemPoolMemory interval (Δt)=5, Backbone=SAM2.1-B+, IE=Original setting, MA=Optimized2026.02 | 74.6 | 2.14 | |
| ALGMMemory interval (Δt)=5, Backbone=SAM2.1-B+, IE=Optimized, MA=Original setting2026.02 | 74.5 | 1.05 | |
| EdgeTAMMemory interval (Δt)=5, Backbone=SAM2.1-B+, IE=Optimized, MA=Optimized, Distillation=true2026.02 | 73 | 1.63 | |
| MemPoolMemory interval (Δt)=1, Backbone=SAM2.1-B+, IE=Original setting, MA=Optimized2026.02 | 72.3 | 2.14 | |
| EdgeTAMMemory interval (Δt)=1, Backbone=SAM2.1-B+, IE=Optimized, MA=Optimized, Distillation=true2026.02 | 72.1 | 1.63 | |
| ALGMMemory interval (Δt)=1, Backbone=SAM2.1-B+, IE=Optimized, MA=Original setting2026.02 | 71.9 | 1.05 | |
| ToMe4DMMemory interval (Δt)=5, Backbone=SAM2.1-B+, IE=Optimized, MA=Original setting2026.02 | 63.1 | 1 | |
| ToMe4DMMemory interval (Δt)=1, Backbone=SAM2.1-B+, IE=Optimized, MA=Original setting2026.02 | 62.7 | 1 | |
| ToMeMemory interval (Δt)=5, Backbone=SAM2.1-B+, IE=Optimized, MA=Original setting2026.02 | 57.5 | 1.36 | |
| ToMeMemory interval (Δt)=1, Backbone=SAM2.1-B+, IE=Optimized, MA=Original setting2026.02 | 55.3 | 1.36 |