# Image Change Captioning on CLEVR-Change

Source: [Image Change Captioning on CLEVR-Change](<https://www.sota2.com/research/sota/image-change-captioning-on-clevr-change>)

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

Data updated: 2026-06-30T06:32:13.731Z

Evaluation of Image Change Captioning performance on the CLEVR-Change dataset, measured using BLEU-4, METEOR, CIDEr, and ROUGE.

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 | Image Change Captioning |
| Dataset (including any stated split) | CLEVR-Change |
| Metric | BLEU-4 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

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

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

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

- [ROUGE](<https://www.sota2.com/research/sota/image-change-captioning-on-clevr-change.md?metric=ROUGE>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BLEU-4 | Result date | Report paper |
| --- | --- | --- | --- |
| CCRC | 58.3 | Not recorded | 6a434d5eba73165dbb743708 |
| MCT-CCDiff | 58 | Not recorded | 6a434d5eba73165dbb743708 |
| DECIDER | 57.2 | Not recorded | 6a434d5eba73165dbb743708 |
| SCORER | 56.3 | Not recorded | 6a434d5eba73165dbb743708 |
| SMART | 56.1 | Not recorded | 6a434d5eba73165dbb743708 |
| FINER-MLLM | 55.6 | Not recorded | 6a434d5eba73165dbb743708 |
| VARDTrans | 55.4 | Not recorded | 6a434d5eba73165dbb743708 |
| SRDRL+AVS | 54.9 | Not recorded | 6a434d5eba73165dbb743708 |
| DIRL | 54.6 | Not recorded | 6a434d5eba73165dbb743708 |
| VACC | 52.4 | Not recorded | 6a434d5eba73165dbb743708 |
| DUDA+Aux | 51.2 | Not recorded | 6a434d5eba73165dbb743708 |
| IDC-PCL | 51.2 | Not recorded | 6a434d5eba73165dbb743708 |

### CCRC

BLEU-4: 58.3. Result ID: 6a4362d2fbc373592c929f29.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

### MCT-CCDiff

BLEU-4: 58. Result ID: 6a4362d2fbc373592c929f27.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

### DECIDER

BLEU-4: 57.2. Result ID: 6a4362d2fbc373592c929f26.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

### SCORER

BLEU-4: 56.3. Result ID: 6a4362d2fbc373592c929f23.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b91e209131cea4cd70.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

### SMART

BLEU-4: 56.1. Result ID: 6a4362d2fbc373592c929f25.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

### FINER-MLLM

BLEU-4: 55.6. Result ID: 6a4362d2fbc373592c929f28.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

### VARDTrans

BLEU-4: 55.4. Result ID: 6a4362d2fbc373592c929f22.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

### SRDRL+AVS

BLEU-4: 54.9. Result ID: 6a4362d2fbc373592c929f1f.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

### DIRL

BLEU-4: 54.6. Result ID: 6a4362d2fbc373592c929f24.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74201e209131cea5fcb0.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

### VACC

BLEU-4: 52.4. Result ID: 6a4362d2fbc373592c929f20.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

### DUDA+Aux

BLEU-4: 51.2. Result ID: 6a4362d2fbc373592c929f1e.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

### IDC-PCL

BLEU-4: 51.2. Result ID: 6a4362d2fbc373592c929f21.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743708.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc61e209131cea303d6.md>)

Recorded evaluation configuration: {"setting":"ICC setting"}. This record does not assert independent reproduction.

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