# Image Change Captioning and Segmentation on CLEVR-Change

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

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

Data updated: 2026-06-30T06:32:13.747Z

Evaluation of models performing both image change captioning and segmentation on the CLEVR-Change dataset, measured using standard captioning metrics (BLEU, METEOR, CIDEr, ROUGE) alongside intersection-over-union metrics (gIoU, cIoU).

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 and Segmentation |
| Dataset (including any stated split) | CLEVR-Change |
| Metric | BLEU-4 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-and-segmentation-on-clevr-change.md?metric=BLEU-4>): Higher is better; unit: SCALAR.

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

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

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

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

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

## Recorded results

| Method | BLEU-4 | Result date | Report paper |
| --- | --- | --- | --- |
| CCRC | 58.3 | Not recorded | 6a434d5eba73165dbb743708 |
| SESAME | 56.3 | Not recorded | 6a434d5eba73165dbb743708 |
| CoReS | 55.1 | Not recorded | 6a434d5eba73165dbb743708 |
| LISA++ | 54.8 | Not recorded | 6a434d5eba73165dbb743708 |
| LISA | 54.2 | Not recorded | 6a434d5eba73165dbb743708 |
| SEEM | 48.2 | Not recorded | 6a434d5eba73165dbb743708 |
| X-Decoder | 45.3 | Not recorded | 6a434d5eba73165dbb743708 |

### CCRC

BLEU-4: 58.3. Result ID: 6a4362d2fbc373592c929f30.

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

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

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

### SESAME

BLEU-4: 56.3. Result ID: 6a4362d2fbc373592c929f2f.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71701e209131cea513b6.md>)

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

### CoReS

BLEU-4: 55.1. Result ID: 6a4362d2fbc373592c929f2d.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa74131e209131cea5faa3.md>)

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

### LISA++

BLEU-4: 54.8. Result ID: 6a4362d2fbc373592c929f2e.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f41e209131cea53c42.md>)

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

### LISA

BLEU-4: 54.2. Result ID: 6a4362d2fbc373592c929f2c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa730a1e209131cea5a0b2.md>)

[Implementation](<https://www.sota2.com/github.com/dvlab-research/LISA>)

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

### SEEM

BLEU-4: 48.2. Result ID: 6a4362d2fbc373592c929f2b.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa700c1e209131cea48d62.md>)

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

### X-Decoder

BLEU-4: 45.3. Result ID: 6a4362d2fbc373592c929f2a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3d1e209131cea3e910.md>)

[Implementation](<https://x-decoder-vl.github.io/>)

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

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