# Remote Sensing Image Change Captioning on Dubai-CC

Source: [Remote Sensing Image Change Captioning on Dubai-CC](<https://www.sota2.com/research/sota/remote-sensing-image-change-captioning-on-dubai-cc>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-07-07T08:42:18.663Z

Evaluation of Remote Sensing Image Change Captioning performance on the Dubai-CC dataset, assessed using standard captioning metrics like BLEU, METEOR, ROUGE, and CIDEr.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Remote Sensing Image Change Captioning |
| Dataset (including any stated split) | Dubai-CC |
| Metric | CIDEr-D |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [CIDEr-D](<https://www.sota2.com/research/sota/remote-sensing-image-change-captioning-on-dubai-cc.md?metric=CIDEr-D>): Higher is better; unit: SCALAR.

- [METEOR](<https://www.sota2.com/research/sota/remote-sensing-image-change-captioning-on-dubai-cc.md?metric=METEOR>): Higher is better; unit: SCALAR.

- [ROUGE-L](<https://www.sota2.com/research/sota/remote-sensing-image-change-captioning-on-dubai-cc.md?metric=ROUGE-L>): Higher is better; unit: SCALAR.

- [BLEU-1](<https://www.sota2.com/research/sota/remote-sensing-image-change-captioning-on-dubai-cc.md?metric=BLEU-1>): Higher is better; unit: SCALAR.

- [BLEU-2](<https://www.sota2.com/research/sota/remote-sensing-image-change-captioning-on-dubai-cc.md?metric=BLEU-2>): Higher is better; unit: SCALAR.

- [BLEU-3](<https://www.sota2.com/research/sota/remote-sensing-image-change-captioning-on-dubai-cc.md?metric=BLEU-3>): Higher is better; unit: SCALAR.

- [BLEU-4](<https://www.sota2.com/research/sota/remote-sensing-image-change-captioning-on-dubai-cc.md?metric=BLEU-4>): Higher is better; unit: SCALAR.

- [Semantic Score (Sm\*)](<https://www.sota2.com/research/sota/remote-sensing-image-change-captioning-on-dubai-cc.md?metric=Semantic%20Score%20(Sm*)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CIDEr-D | Result date | Report paper |
| --- | --- | --- | --- |
| LBTCap | 118.81 | Not recorded | 6a4c881285dba69fef8b276d |
| SGD-RSCCN | 118.42 | Not recorded | 6a4c881285dba69fef8b276d |
| DAE | 113.94 | Not recorded | 6a4c881285dba69fef8b276d |
| TISDNet | 109.47 | Not recorded | 6a4c881285dba69fef8b276d |
| CD4C | 108.66 | Not recorded | 6a4c881285dba69fef8b276d |
| MADiffCC | 96.47 | Not recorded | 6a4c881285dba69fef8b276d |
| TACC | 95.45 | Not recorded | 6a4c881285dba69fef8b276d |
| ICT-Net | 92.97 | Not recorded | 6a4c881285dba69fef8b276d |
| Chg2Cap | 92.49 | Not recorded | 6a4c881285dba69fef8b276d |
| SEN | 91.77 | Not recorded | 6a4c881285dba69fef8b276d |
| SparseFocus | 91.59 | Not recorded | 6a4c881285dba69fef8b276d |
| Change3D | 86.19 | Not recorded | 6a4c881285dba69fef8b276d |
| DFM | 84.65 | Not recorded | 6a41fc0f206542251d7ccabf |
| RSCaMa | 67.46 | Not recorded | 6a41fc0f206542251d7ccabf |
| RSICCformer | 66.54 | Not recorded | 6a41fc0f206542251d7ccabf |
| MCCFormers-D | 66.51 | Not recorded | 6a41fc0f206542251d7ccabf |
| DUDA | 62.78 | Not recorded | 6a41fc0f206542251d7ccabf |
| MCCFormers-S | 53.81 | Not recorded | 6a41fc0f206542251d7ccabf |

### LBTCap

CIDEr-D: 118.81. Result ID: 6a4cbbd060b88bb339c8c4f4.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SGD-RSCCN

CIDEr-D: 118.42. Result ID: 6a4cbbd060b88bb339c8c4f2.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-101"}. This record does not assert independent reproduction.

### DAE

CIDEr-D: 113.94. Result ID: 6a4cbbd060b88bb339c8c4f3.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TISDNet

CIDEr-D: 109.47. Result ID: 6a4cbbd060b88bb339c8c4eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CD4C

CIDEr-D: 108.66. Result ID: 6a4cbbd060b88bb339c8c4ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MADiffCC

CIDEr-D: 96.47. Result ID: 6a4cbbd060b88bb339c8c4f1.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TACC

CIDEr-D: 95.45. Result ID: 6a4cbbd060b88bb339c8c4ed.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ICT-Net

CIDEr-D: 92.97. Result ID: 6a4cbbd060b88bb339c8c4ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Chg2Cap

CIDEr-D: 92.49. Result ID: 6a4cbbd060b88bb339c8c4e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb49.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SEN

CIDEr-D: 91.77. Result ID: 6a4cbbd060b88bb339c8c4ef.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SparseFocus

CIDEr-D: 91.59. Result ID: 6a4cbbd060b88bb339c8c4ee.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa752f1e209131cea6633a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Change3D

CIDEr-D: 86.19. Result ID: 6a4cbbd060b88bb339c8c4f0.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c881285dba69fef8b276d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77911e209131cea74010.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DFM

CIDEr-D: 84.65. Result ID: 6a420fbdfbc373592c864e1e.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc0f206542251d7ccabf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc0f206542251d7ccabf.md>)

Recorded evaluation configuration: {"Type":"Mixed"}. This record does not assert independent reproduction.

### RSCaMa

CIDEr-D: 67.46. Result ID: 6a420fbdfbc373592c864e1d.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc0f206542251d7ccabf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa734b1e209131cea5b9d7.md>)

Recorded evaluation configuration: {"Type":"Mamba based"}. This record does not assert independent reproduction.

### RSICCformer

CIDEr-D: 66.54. Result ID: 6a420fbdfbc373592c864e1c.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc0f206542251d7ccabf.md>)

Recorded evaluation configuration: {"Type":"Transformer based"}. This record does not assert independent reproduction.

### MCCFormers-D

CIDEr-D: 66.51. Result ID: 6a420fbdfbc373592c864e1b.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc0f206542251d7ccabf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad11e209131cea2a825.md>)

Recorded evaluation configuration: {"Type":"Transformer based"}. This record does not assert independent reproduction.

### DUDA

CIDEr-D: 62.78. Result ID: 6a420fbdfbc373592c864e19.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc0f206542251d7ccabf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa659f1e209131cea0b535.md>)

Recorded evaluation configuration: {"Type":"CNN based"}. This record does not assert independent reproduction.

### MCCFormers-S

CIDEr-D: 53.81. Result ID: 6a420fbdfbc373592c864e1a.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc0f206542251d7ccabf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad11e209131cea2a825.md>)

Recorded evaluation configuration: {"Type":"Transformer based"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
