Change Captioning on WHU-CDC
76.91BLEU-4STAND
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| STAND2026.04 | 76.91 | 88.66 | 84.04 | 80.05 | 49.08 | 83.36 | 160.78 | |
| FST-Net2026.04 | 76.78 | 88.15 | 83.46 | 79.55 | 48.78 | 82.91 | 160.01 | |
| Chg2Cap2026.04 | 76.16 | 86.33 | 82.07 | 78.54 | 48.29 | 81.44 | 156.1 | |
| SEN2026.04 | 74.71 | 85.12 | 80.28 | 76.84 | 46.81 | 79.45 | 148.7 | |
| CTSD-Net2026.04 | 73.84 | 85.49 | 80.07 | 76.45 | 47.75 | 80.99 | 153.96 | |
| CTM2026.04 | 72.36 | 85.36 | 79.49 | 75.36 | 46.98 | 80.97 | 153.29 | |
| PTNetTrain Params (M)=165.712026.05 | 69.37 | 83.94 | 77.89 | 72.94 | 45.69 | 79.64 | 150.02 | |
| PTNetParams(M)=165.72026.05 | 69.37 | — | — | — | 45.69 | 79.64 | 150.02 | |
| CTMTNet2026.04 | 69 | 83.56 | 77.66 | 72.76 | 45.39 | 79.23 | 149.4 | |
| KCFITrain Params (M)=309.552026.05 | 68.47 | 83.34 | 77.27 | 72.4 | 44.95 | 79.59 | 149.32 | |
| KCFIParams(M)=309.52026.05 | 68.47 | — | — | — | 44.95 | 79.59 | 149.32 | |
| Semantic-CCTrain Params (M)=299.892026.05 | 68.43 | 82.77 | 76.32 | 71.59 | 44.49 | 78.23 | 150.23 | |
| Semantic-CCParams(M)=299.92026.05 | 68.43 | — | — | — | 44.49 | 78.23 | 150.23 | |
| RSICCFormer2026.04 | 66.54 | 80.05 | 74.24 | 69.61 | 42.65 | 73.91 | 133.44 | |
| RSICCformerTrain Params (M)=172.802026.05 | 66.54 | 80.05 | 74.24 | 69.61 | 42.65 | 73.91 | 133.44 | |
| MCCFormers-STrain Params (M)=135.012026.05 | 65.34 | 81.12 | 75.04 | 69.95 | 42.11 | 78.52 | 147.09 | |
| DiffusionRSCCTrain Params (M)=58.422026.05 | 63.76 | 75.32 | 70.15 | 66.4 | 40.18 | 73.8 | 127.96 | |
| Chg2CapTrain Params (M)=285.502026.05 | 62.71 | 78.93 | 72.64 | 67.2 | 41.46 | 77.95 | 144.18 | |
| Chg2CapParams(M)=285.52026.05 | 62.71 | — | — | — | 41.46 | 77.95 | 144.18 | |
| PromptCC2026.04 | 61.45 | 81.12 | 73.96 | 37.22 | 36.99 | 71.88 | 134.5 | |
| Prompt-CCTrain Params (M)=196.282026.05 | 61.45 | 81.12 | 73.96 | 67.22 | 36.99 | 71.88 | 134.5 | |
| Prompt-CCParams(M)=196.32026.05 | 61.45 | — | — | — | 36.99 | 71.88 | 134.5 | |
| PSNetTrain Params (M)=231.232026.05 | 60.32 | 81.26 | 73.25 | 65.78 | 36.97 | 71.6 | 130.52 |