Multi-change captioning on LEVIR-CC (test)
41.6METEORTISDNet
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| TISDNetPara (M)=91.402026.07 | 41.6 | — | — | 143.71 | 86.79 | 79.35 | 73.1 | 67.93 | 76.64 | — | |
| STAND2026.04 | 41.55 | — | — | 143.39 | 88.24 | 80.33 | 73.15 | 67.11 | 77.25 | — | |
| DAEPara (M)=70.882026.07 | 41.4 | — | — | 144.01 | 87.4 | 79.99 | 73.71 | 68.52 | 76.53 | — | |
| DGAT2026.04 | 40.98 | — | — | 141.27 | 87.09 | 78.93 | 71.35 | 65.3 | 76.41 | — | |
| LBTCapPara (M)=39.99, FLOPs (G)=21.822026.07 | 40.96 | — | — | 142.57 | 86.61 | 78.77 | 71.75 | 65.94 | 76.74 | — | |
| DFMType=Mixed2026.06 | 40.95 | — | — | 142.51 | 86.19 | 78.82 | 72.21 | 66.26 | 75.9 | 81.4 | |
| RMNet2026.04 | 40.94 | — | — | 139.43 | 86.09 | 78.43 | 71.68 | 66.11 | 75.57 | — | |
| DACCPara (M)=73.02026.07 | 40.65 | — | — | 139.99 | 87.26 | 79.16 | 71.74 | 65.56 | 75.97 | — | |
| CTM2026.04 | 40.63 | — | — | 138.78 | 86.78 | 79.24 | 72.65 | 65.48 | 75.72 | — | |
| Semantic-CC2026.07 | 40.58 | — | — | 138.51 | 88.07 | 79.68 | 71.47 | 64.51 | 77.76 | — | |
| CD4C2026.04 | 40.56 | — | — | 138 | 86.74 | 78.71 | 71.48 | 65.41 | 75.72 | — | |
| CD4CPara (M)=80.242026.07 | 40.56 | — | — | 138 | 86.74 | 78.71 | 71.48 | 65.41 | 75.72 | — | |
| SCNet2026.04 | 40.51 | — | — | 140.23 | 86.14 | 78.19 | 71.44 | 65.82 | 75.37 | — | |
| ICT-NetPara (M)=96.402026.07 | 40.51 | — | — | 138.36 | 86.06 | 78.12 | 71.45 | 66.12 | 75.21 | — | |
| HiSem2026.05 | 40.39 | — | — | 138.86 | 86.6 | 78.74 | 71.73 | 65.82 | 75.77 | 80.21 | |
| Change3D2026.04 | 40.38 | — | — | 138.29 | 85.81 | 77.81 | 70.57 | 64.38 | 75.12 | — | |
| Chareption2026.05 | 40.38 | — | — | 137.83 | 83.82 | 75.39 | 68.37 | 62.53 | 74.72 | 77.58 | |
| MFRNet2026.07 | 40.22 | — | — | 139.56 | 85.86 | 78.29 | 72.13 | 67.21 | 75.19 | — | |
| MV-CC2026.04 | 40.2 | — | — | 138.28 | 86.37 | 79.01 | 72.03 | 66.22 | 75.73 | — | |
| MADiffCC2026.07 | 40.16 | — | — | 138.61 | 86.28 | 77.5 | 71.09 | 66.93 | 75.37 | — | |
| SFENPara (M)=243.192026.07 | 40.12 | — | — | 136.47 | 85.2 | 78.91 | 70.96 | 64.67 | 75.22 | — | |
| TACCPara (M)=94.142026.07 | 40.07 | — | — | 137.17 | 85.49 | 77.41 | 70.52 | 64.62 | 74.96 | — | |
| Chg2Cap2026.04 | 40.03 | — | — | 136.61 | 86.14 | 78.08 | 70.66 | 64.39 | 75.12 | — | |
| Chg2Cap2026.05 | 40.03 | — | — | 136.61 | 86.14 | 78.08 | 70.66 | 64.39 | 75.12 | 79.04 | |
| Chg2CapPara (M)=285.52026.07 | 40.03 | — | — | 136.61 | 86.14 | 78.08 | 70.66 | 64.39 | 75.12 | — | |
| Change3DPara (M)=5.05, FLOPs (G)=2.392026.07 | 40.03 | — | — | 138.29 | 85.81 | 77.81 | 70.57 | 64.38 | 75.12 | — | |
| Chg2Cap2024.05 | 40 | 64.4 | 75.1 | 136.6 | — | — | — | — | — | — | |
| CARD2024.05 | 40 | 65.4 | 74.6 | 137.9 | — | — | — | — | — | — | |
| Pix4Cap2026.05 | 39.96 | — | — | 136.76 | 85.56 | 77.08 | 69.79 | 63.78 | 75.12 | 78.91 | |
| SFT2026.05 | 39.93 | — | — | 137.05 | 84.56 | 75.87 | 68.64 | 62.87 | 74.69 | 78.64 | |
| SparseFocusPara (M)=647.00, FLOPs (G)=21.472026.07 | 39.93 | — | — | 137.05 | 84.56 | 75.87 | 68.64 | 62.87 | 74.69 | — | |
| RSCaMa2026.05 | 39.91 | — | — | 136.56 | 85.79 | 77.99 | 71.04 | 65.24 | 75.24 | 79.24 | |
| Mask Approx Net2026.05 | 39.91 | — | — | 137.71 | 85.9 | 77.12 | 70.72 | 64.32 | 75.67 | 79.4 | |
| RSCaMaType=Mamba based2026.06 | 39.91 | — | — | 136.56 | 85.79 | 77.99 | 71.04 | 65.24 | 75.24 | 79.24 | |
| RSCaMaPara (M)=176.90, FLOPs (G)=13.032026.07 | 39.91 | — | — | 136.56 | 85.79 | 77.99 | 71.04 | 65.24 | 75.24 | — | |
| CVMSL-L2026.04 | 39.72 | — | — | 136.59 | — | — | — | 64.83 | 74.97 | — | |
| MAF-Net2026.07 | 39.72 | — | — | 134.97 | 85.15 | 78 | 71.89 | 66.78 | 74.43 | — | |
| RSICCFormer2026.05 | 39.61 | — | — | 134.12 | 84.72 | 76.27 | 68.87 | 62.77 | 74.12 | 77.66 | |
| RSICCFormerType=Transformer based2026.06 | 39.61 | — | — | 134.12 | 84.72 | 76.27 | 68.87 | 62.77 | 74.12 | 77.65 | |
| RSICCformerPara (M)=81.512026.07 | 39.61 | — | — | 134.12 | 84.72 | 76.27 | 68.87 | 62.77 | 74.12 | — | |
| RSICCFormer2024.05 | 39.6 | 62.8 | 74.1 | 134.1 | — | — | — | — | — | — | |
| Sen2026.05 | 39.59 | — | — | 136.02 | 85.1 | 77.05 | 70.01 | 64.09 | 74.57 | 78.57 | |
| SENPara (M)=39.902026.07 | 39.59 | — | — | 136.02 | 85.1 | 77.05 | 70.01 | 64.09 | 74.57 | — | |
| CTMTNet2026.05 | 39.49 | — | — | 134.94 | 85.95 | 77.99 | 70.74 | 64.69 | 74.54 | 78.42 | |
| KCFI2026.04 | 39.42 | — | — | 138.25 | 86.34 | 77.31 | 70.89 | 65.3 | 75.47 | — | |
| KCFI2026.05 | 39.42 | — | — | 138.25 | 86.34 | 77.31 | 70.89 | 65.3 | 75.47 | 79.61 | |
| KCFIPara (M)=309.552026.07 | 39.42 | — | — | 138.25 | 86.34 | 77.31 | 70.89 | 65.3 | 75.47 | — | |
| SGD-RSCCN2026.07 | 39.18 | — | — | 136.27 | 84.17 | 75.16 | 68.05 | 62.48 | 74.24 | — | |
| Prompt-CC2026.05 | 38.82 | — | — | 136.44 | 83.66 | 75.73 | 69.1 | 63.54 | 73.72 | 78.13 | |
| PromptCCType=Transformer based2026.06 | 38.82 | — | — | 136.44 | 83.66 | 75.73 | 69.1 | 63.54 | 73.72 | 78.13 | |
| Prompt-CCPara (M)=408.582026.07 | 38.82 | — | — | 136.44 | 83.66 | 75.73 | 69.1 | 63.54 | 73.72 | — | |
| PSNet2024.05 | 38.8 | 62.1 | 73.6 | 132.6 | — | — | — | — | — | — | |
| Prompt-CCtype=hard2024.05 | 38.8 | 63.5 | 73.7 | 136.4 | — | — | — | — | — | — | |
| PSNet2026.05 | 38.8 | — | — | 132.62 | 83.86 | 75.13 | 67.89 | 62.11 | 73.6 | 76.78 | |
| PSNetType=Transformer based2026.06 | 38.8 | — | — | 132.62 | 83.86 | 75.13 | 67.89 | 62.11 | 73.6 | 76.78 | |
| Prompt-CCtype=soft2024.05 | 38.6 | 62.4 | 73.4 | 135.3 | — | — | — | — | — | — | |
| Diffusion-RSCC2026.05 | 37.8 | — | — | 125.6 | — | — | — | 60.9 | 71.5 | 73.95 | |
| MCCFormers-D2024.05 | 37.3 | 56.4 | 70.3 | 124.4 | — | — | — | — | — | — | |
| MCCFormer-DType=Transformer based2026.06 | 37.29 | — | — | 124.44 | 80.42 | 70.87 | 62.86 | 56.38 | 70.32 | 72.11 | |
| DUDA2024.05 | 37.2 | 57.8 | 71 | 124.3 | — | — | — | — | — | — | |
| DUDAType=CNN based2026.06 | 37.15 | — | — | 124.32 | 81.44 | 72.22 | 64.24 | 57.79 | 71.04 | 72.58 | |
| Capt-AttType=CNN based2026.06 | 36.58 | — | — | 121.22 | 77.64 | 67.4 | 59.24 | 53.15 | 69.73 | 70.17 | |
| Capt-Dual-AttType=CNN based2026.06 | 36.56 | — | — | 124.42 | 79.51 | 70.57 | 63.23 | 57.46 | 70.69 | 72.28 | |
| MCCFormers-S2024.05 | 36.2 | 56.7 | 69.5 | 120.4 | — | — | — | — | — | — | |
| MCCFormer-SType=Transformer based2026.06 | 36.17 | — | — | 120.39 | 79.9 | 70.26 | 62.68 | 56.68 | 69.46 | 70.68 | |
| Capt-Rep-DiffType=CNN based2026.06 | 34.47 | — | — | 110.57 | 72.9 | 61.98 | 53.62 | 47.41 | 65.64 | 64.52 |