Remote Sensing Change Detection on Gaza-Change MM v2 (test)
17.8SekS2M(DINOv3)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| S2M(DINOv3)modality=S → M, Params (M)=186.82, Trainable Params (M)=35.54, Flops (G)=56.832026.05 | 17.8 | 66.14 | 66.39 | 88.62 | 71.31 | 78.1 | |
| Changemambamodality=S, Params (M)=48.56, Trainable Params (M)=48.56, Flops (G)=38.492026.05 | 17.5 | 65.33 | 51.13 | 66.13 | 67.42 | 65.45 | |
| STNetmodality=S, Params (M)=14.62, Trainable Params (M)=14.62, Flops (G)=38.462026.05 | 16.58 | 64.81 | 64.08 | 87.66 | 70.42 | 76.66 | |
| S2M(DINOv3+LoRA)modality=S → M, Params (M)=187.47, Trainable Params (M)=7.71, Flops (G)=57.302026.05 | 16.04 | 63.9 | 66.91 | 87.8 | 73.85 | 78.51 | |
| MC-DiSNetmodality=S, Params (M)=41.99, Trainable Params (M)=41.99, Flops (G)=97.982026.05 | 15.77 | 61.33 | 64.86 | 83.55 | 73.55 | 75.47 | |
| CDxLSTMmodality=S, Params (M)=16.18, Trainable Params (M)=16.18, Flops (G)=15.452026.05 | 15.45 | 62.84 | 60.3 | 86.02 | 64.74 | 72.56 | |
| TextMCDmodality=M, Params (M)=196.53, Trainable Params (M)=48.27, Flops (G)=62.012026.05 | 15.38 | 61.01 | 54.35 | 76.41 | 69.33 | 69.3 | |
| BITmodality=S, Params (M)=11.89, Trainable Params (M)=11.89, Flops (G)=35.382026.05 | 14.36 | 62.48 | 63.76 | 86.9 | 70.37 | 75.91 | |
| DDLNetmodality=S, Params (M)=13.78, Trainable Params (M)=13.78, Flops (G)=29.442026.05 | 13.58 | 62.75 | 58.8 | 86.62 | 62.21 | 71.8 | |
| ChangeCLIPmodality=M, Params (M)=196.73, Trainable Params (M)=133.46, Flops (G)=106.002026.05 | 13.12 | 60.36 | 66.65 | 86.5 | 73.73 | 77.8 | |
| SNUNetmodality=S, Params (M)=12.04, Trainable Params (M)=12.04, Flops (G)=219.502026.05 | 12.84 | 61.8 | 56.85 | 84.59 | 61.71 | 69.73 | |
| CDmambamodality=S, Params (M)=11.91, Trainable Params (M)=11.91, Flops (G)=259.492026.05 | 12.67 | 61.2 | 43.61 | 59.68 | 58.88 | 57.77 | |
| USSFCNetmodality=S, Params (M)=1.52, Trainable Params (M)=1.52, Flops (G)=19.492026.05 | 12.55 | 61.58 | 51.66 | 80.33 | 52.72 | 62.83 | |
| ChangeFormermodality=S, Params (M)=41.09, Trainable Params (M)=41.09, Flops (G)=814.432026.05 | 12.34 | 60.88 | 54.9 | 85.4 | 60.27 | 68.68 | |
| CDMaskmodality=S, Params (M)=33.52, Trainable Params (M)=33.52, Flops (G)=128.052026.05 | 11.9 | 57.42 | 36.62 | 48.46 | 61.71 | 49.65 | |
| LGPNetmodality=S, Params (M)=70.99, Trainable Params (M)=70.99, Flops (G)=503.142026.05 | 11.29 | 59.48 | 61.13 | 89.28 | 64.02 | 74.2 | |
| RSmambamodality=S, Params (M)=51.95, Trainable Params (M)=51.95, Flops (G)=33.012026.05 | 10.71 | 59.66 | 43.04 | 63.35 | 57.02 | 56.2 |