Change Detection on Average 4 Datasets
85.2PrecisionChangeDINO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ChangeDINOFPS [img/s]=8.9±0.5, Inference Time [ms]=112.3±6.2, Param. [M]=311.1, FLOPS [10^9]=1269.12026.05 | 85.2 | 74.4 | 79.1 | |
| SatDiFuserFPS [img/s]=1.8±0.0, Inference Time [ms]=542.2±0.9, Param. [M]=1413.6, FLOPS [10^9]=6142.92026.05 | 84.7 | 70.8 | 76.6 | |
| ChangeFlowGeneration steps=10, Repetitions=1, FPS [img/s]=15.3±0.1, Inference Time [ms]=65.2±0.5, Param. [M]=403.3, FLOPS [10^9]=1188.42026.05 | 83.4 | 76 | 79.5 | |
| BTCFPS [img/s]=32.4±0.0, Inference Time [ms]=30.8±0.0, Param. [M]=120.1, FLOPS [10^9]=221.42026.05 | 83.3 | 72.3 | 77.3 | |
| ChMambaFPS [img/s]=14.4±0.0, Inference Time [ms]=69.6±0.2, Param. [M]=92.4, FLOPS [10^9]=96.22026.05 | 83.2 | 69.1 | 74.9 | |
| ChangeFlowGeneration steps=1, Repetitions=5, FPS [img/s]=18.2±0.0, Inference Time [ms]=55.0±0.0, Param. [M]=403.3, FLOPS [10^9]=3543.12026.05 | 82.5 | 78.4 | 80.3 | |
| ChangeFlowGeneration steps=10, Repetitions=5, FPS [img/s]=8.1±0.0, Inference Time [ms]=124.2±0.0, Param. [M]=403.3, FLOPS [10^9]=4673.92026.05 | 81.7 | 79.2 | 80.4 | |
| DDPM-CDFPS [img/s]=4.6±0.0, Inference Time [ms]=217.6±0.4, Param. [M]=437.5, FLOPS [10^9]=8871.22026.05 | 80.3 | 63.8 | 70 | |
| MaskCDFPS [img/s]=6.5±0.0, Inference Time [ms]=153.5±1.0, Param. [M]=107.4, FLOPS [10^9]=143.22026.05 | 80 | 66.8 | 71.4 | |
| BiFAFPS [img/s]=32.2±0.0, Inference Time [ms]=31.0±0.0, Param. [M]=9.9, FLOPS [10^9]=4.32026.05 | 79.8 | 66.4 | 71.3 | |
| GFMFPS [img/s]=44.9±0.1, Inference Time [ms]=22.3±0.1, Param. [M]=120.5, FLOPS [10^9]=109.22026.05 | 79.6 | 72.2 | 75.7 | |
| SwinSUNetFPS [img/s]=33.1±0.1, Inference Time [ms]=30.2±0.1, Param. [M]=43.6, FLOPS [10^9]=32.62026.05 | 79.3 | 69.4 | 73.6 | |
| HySCDGFPS [img/s]=41.0±0.1, Inference Time [ms]=24.4±0.0, Param. [M]=65.1, FLOPS [10^9]=64.82026.05 | 77.8 | 67.2 | 71.9 | |
| MTPFPS [img/s]=31.2±0.0, Inference Time [ms]=32.1±0.0, Param. [M]=107.8, FLOPS [10^9]=196.92026.05 | 77.6 | 77 | 76.5 | |
| ChFormerFPS [img/s]=36.2±0.0, Inference Time [ms]=27.6±0.0, Param. [M]=41.0, FLOPS [10^9]=234.62026.05 | 74 | 65.3 | 69.1 | |
| FC-Siam-DiffFPS [img/s]=170.1±0.0, Inference Time [ms]=5.9±0.0, Param. [M]=1.4, FLOPS [10^9]=4.62026.05 | 62.1 | 66.2 | 61.5 | |
| GCD-DDPMFPS [img/s]=0.02±0.0, Inference Time [ms]=43563.6±0.0, Param. [M]=131.9, FLOPS [10^9]=531997.72026.05 | 56.1 | 54.4 | 49.8 |