# Grounding & counting on RefCOCO avg

Source: [Grounding & counting on RefCOCO avg](<https://www.sota2.com/research/sota/grounding-and-counting-on-refcoco-avg>)

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

Data updated: 2026-03-19T09:05:32.010Z

Evaluation of grounding and counting performance on the average split of the RefCOCO dataset, measured using Pass@1.

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 | Grounding & counting |
| Dataset (including any stated split) | RefCOCO avg |
| Metric | Pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Pass@1](<https://www.sota2.com/research/sota/grounding-and-counting-on-refcoco-avg.md?metric=Pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Seed 1.5-VL | 91.6 | Not recorded | 68fa78791e209131cea788a1 |
| Seed 1.5-VL | 91.3 | Not recorded | 68fa78791e209131cea788a1 |
| FineViT-VL | 90.6 | Not recorded | 69bb831c0636e5bf4afc1ac3 |
| Qwen 2.5-VL 72B | 90.3 | Not recorded | 68fa78791e209131cea788a1 |
| Intern3.5-VL | 88.28 | Not recorded | 69bb831c0636e5bf4afc1ac3 |
| Qwen3-VL | 88.04 | Not recorded | 69bb831c0636e5bf4afc1ac3 |
| Gemini 1.5 Pro | 74.6 | Not recorded | 68fa78791e209131cea788a1 |
| Aquila-VL | 63.51 | Not recorded | 69bb831c0636e5bf4afc1ac3 |

### Seed 1.5-VL

Pass@1: 91.6. Result ID: 69958c593badfaffe685f9b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

Recorded evaluation configuration: {"thinking":false,"decoding":"greedy"}. This record does not assert independent reproduction.

### Seed 1.5-VL

Pass@1: 91.3. Result ID: 69958c593badfaffe685f9b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

Recorded evaluation configuration: {"thinking":true,"decoding":"greedy"}. This record does not assert independent reproduction.

### FineViT-VL

Pass@1: 90.6. Result ID: 69bbbc5947f34ce924a5c961.

[Reporting paper](<https://www.sota2.com/research/paper/69bb831c0636e5bf4afc1ac3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bb831c0636e5bf4afc1ac3.md>)

Recorded evaluation configuration: {"Language Backbone":"Qwen3 1.7B LLM","Evaluation Framework":"VLMEvalKit \[69\]"}. This record does not assert independent reproduction.

### Qwen 2.5-VL 72B

Pass@1: 90.3. Result ID: 69958c593badfaffe685f9ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"thinking":false,"decoding":"greedy"}. This record does not assert independent reproduction.

### Intern3.5-VL

Pass@1: 88.28. Result ID: 69bbbc5947f34ce924a5c963.

[Reporting paper](<https://www.sota2.com/research/paper/69bb831c0636e5bf4afc1ac3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af01e209131cea85dc9.md>)

Recorded evaluation configuration: {"Language Backbone":"Qwen3 1.7B LLM","Evaluation Framework":"VLMEvalKit \[69\]"}. This record does not assert independent reproduction.

### Qwen3-VL

Pass@1: 88.04. Result ID: 69bbbc5947f34ce924a5c962.

[Reporting paper](<https://www.sota2.com/research/paper/69bb831c0636e5bf4afc1ac3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Language Backbone":"Qwen3 1.7B LLM","Evaluation Framework":"VLMEvalKit \[69\]"}. This record does not assert independent reproduction.

### Gemini 1.5 Pro

Pass@1: 74.6. Result ID: 69958c593badfaffe685f9b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

Recorded evaluation configuration: {"thinking":true,"decoding":"greedy"}. This record does not assert independent reproduction.

### Aquila-VL

Pass@1: 63.51. Result ID: 69bbbc5947f34ce924a5c964.

[Reporting paper](<https://www.sota2.com/research/paper/69bb831c0636e5bf4afc1ac3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d591.md>)

[Implementation](<https://github.com/LLaVA-VL/LLaVA-NeXT/tree/main/scripts/train>)

Recorded evaluation configuration: {"Language Backbone":"Qwen2.5 1.5B LLM","Evaluation Framework":"VLMEvalKit \[69\]"}. This record does not assert independent reproduction.

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