# Region Captioning on Visual Genome

Source: [Region Captioning on Visual Genome](<https://www.sota2.com/research/sota/region-captioning-on-visual-genome>)

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

Data updated: 2026-02-26T05:49:48.807Z

Evaluation of Region Captioning performance on the Visual Genome dataset, measured using metrics such as METEOR 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 | Region Captioning |
| Dataset (including any stated split) | Visual Genome |
| Metric | METEOR |
| 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

- [METEOR](<https://www.sota2.com/research/sota/region-captioning-on-visual-genome.md?metric=METEOR>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | METEOR | Result date | Report paper |
| --- | --- | --- | --- |
| GLaMM | 19.7 | Not recorded | 68fa73651e209131cea5c2d8 |
| GLaMM | 19.7 | Not recorded | 693ba16d6cfd488761a550bc |
| GLaMM | 19 | Not recorded | 68fa72ee1e209131cea595bc |
| Groma | 19 | Not recorded | 68fa72ee1e209131cea595bc |
| Groma | 19 | Not recorded | 693ba16d6cfd488761a550bc |
| GETok-SFT | 19 | Not recorded | 693ba16d6cfd488761a550bc |
| ASM-FT | 18.3 | Not recorded | 68fa74921e209131cea62994 |
| ASMv2-13B | 17.9 | Not recorded | 68fa74921e209131cea62994 |
| GPT4RoI-13B | 17.6 | Not recorded | 68fa74921e209131cea62994 |
| GPT4RoI | 17.4 | Not recorded | 68fa72ee1e209131cea595bc |
| GPT4RoI | 17.4 | Not recorded | 68fa73651e209131cea5c2d8 |
| GPT4RoI-7B | 17.4 | Not recorded | 68fa74921e209131cea62994 |
| GPT4RoI | 17.4 | Not recorded | 693ba16d6cfd488761a550bc |
| GRIT | 17.1 | Not recorded | 68fa72ee1e209131cea595bc |
| GRiT | 17.1 | Not recorded | 68fa73651e209131cea5c2d8 |
| GRIT | 17.1 | Not recorded | 68fa74921e209131cea62994 |
| GRIT | 17.1 | Not recorded | 693ba16d6cfd488761a550bc |
| GLaMM | 17 | Not recorded | 68fa73651e209131cea5c2d8 |

### GLaMM

METEOR: 19.7. Result ID: 6992c5bc3a6c3148491164a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Implementation](<https://mbzuai-oryx.github.io/groundingLMM>)

Recorded evaluation configuration: {"Evaluation protocol":"Fine-Tuned (FT)"}. This record does not assert independent reproduction.

### GLaMM

METEOR: 19.7. Result ID: 69985e195698665ec4bc9f70.

[Reporting paper](<https://www.sota2.com/research/paper/693ba16d6cfd488761a550bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Implementation](<https://mbzuai-oryx.github.io/groundingLMM>)

Recorded evaluation configuration: {"Region Feat. Extractor":true}. This record does not assert independent reproduction.

### GLaMM

METEOR: 19. Result ID: 6992a3293a6c314849105022.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Implementation](<https://mbzuai-oryx.github.io/groundingLMM>)

Recorded evaluation configuration: {"task-specific finetuning":true}. This record does not assert independent reproduction.

### Groma

METEOR: 19. Result ID: 6992a3293a6c314849105023.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Implementation](<https://groma-mllm.github.io/>)

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

### Groma

METEOR: 19. Result ID: 69985e195698665ec4bc9f71.

[Reporting paper](<https://www.sota2.com/research/paper/693ba16d6cfd488761a550bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Implementation](<https://groma-mllm.github.io/>)

Recorded evaluation configuration: {"Region Feat. Extractor":true}. This record does not assert independent reproduction.

### GETok-SFT

METEOR: 19. Result ID: 69985e195698665ec4bc9f72.

[Reporting paper](<https://www.sota2.com/research/paper/693ba16d6cfd488761a550bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693ba16d6cfd488761a550bc.md>)

Recorded evaluation configuration: {"Region Feat. Extractor":false}. This record does not assert independent reproduction.

### ASM-FT

METEOR: 18.3. Result ID: 69934bb83a6c31484914fe0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74921e209131cea62994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70361e209131cea49948.md>)

Recorded evaluation configuration: {"type":"fine-tuned"}. This record does not assert independent reproduction.

### ASMv2-13B

METEOR: 17.9. Result ID: 69934bb83a6c31484914fe0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74921e209131cea62994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74921e209131cea62994.md>)

[Implementation](<https://github.com/OpenGVLab/all-seeing>)

Recorded evaluation configuration: {"parameters":"13B"}. This record does not assert independent reproduction.

### GPT4RoI-13B

METEOR: 17.6. Result ID: 69934bb83a6c31484914fe0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74921e209131cea62994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa794e1e209131cea7d037.md>)

[Implementation](<https://github.com/jshilong/GPT4RoI>)

Recorded evaluation configuration: {"parameters":"13B"}. This record does not assert independent reproduction.

### GPT4RoI

METEOR: 17.4. Result ID: 6992a3293a6c314849105021.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa794e1e209131cea7d037.md>)

[Implementation](<https://github.com/jshilong/GPT4RoI>)

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

### GPT4RoI

METEOR: 17.4. Result ID: 6992c5bc3a6c3148491164a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa794e1e209131cea7d037.md>)

[Implementation](<https://github.com/jshilong/GPT4RoI>)

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

### GPT4RoI-7B

METEOR: 17.4. Result ID: 69934bb83a6c31484914fe09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74921e209131cea62994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa794e1e209131cea7d037.md>)

[Implementation](<https://github.com/jshilong/GPT4RoI>)

Recorded evaluation configuration: {"parameters":"7B"}. This record does not assert independent reproduction.

### GPT4RoI

METEOR: 17.4. Result ID: 69985e195698665ec4bc9f6f.

[Reporting paper](<https://www.sota2.com/research/paper/693ba16d6cfd488761a550bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa794e1e209131cea7d037.md>)

[Implementation](<https://github.com/jshilong/GPT4RoI>)

Recorded evaluation configuration: {"Region Feat. Extractor":true}. This record does not assert independent reproduction.

### GRIT

METEOR: 17.1. Result ID: 6992a3293a6c314849105020.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea595bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e161.md>)

[Implementation](<https://github.com/JialianW/GRiT>)

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

### GRiT

METEOR: 17.1. Result ID: 6992c5bc3a6c3148491164a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e161.md>)

[Implementation](<https://github.com/JialianW/GRiT>)

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

### GRIT

METEOR: 17.1. Result ID: 69934bb83a6c31484914fe08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74921e209131cea62994.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e161.md>)

[Implementation](<https://github.com/JialianW/GRiT>)

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

### GRIT

METEOR: 17.1. Result ID: 69985e195698665ec4bc9f6e.

[Reporting paper](<https://www.sota2.com/research/paper/693ba16d6cfd488761a550bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e231e209131cea3e161.md>)

[Implementation](<https://github.com/JialianW/GRiT>)

Recorded evaluation configuration: {"Region Feat. Extractor":true}. This record does not assert independent reproduction.

### GLaMM

METEOR: 17. Result ID: 6992c5bc3a6c3148491164a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2d8.md>)

[Implementation](<https://mbzuai-oryx.github.io/groundingLMM>)

Recorded evaluation configuration: {"Evaluation protocol":"Zero-Shot (ZS)"}. This record does not assert independent reproduction.

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