# Referred Object Detection on GeoChat-Instruct

Source: [Referred Object Detection on GeoChat-Instruct](<https://www.sota2.com/research/sota/referred-object-detection-on-geochat-instruct>)

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

Data updated: 2026-06-11T08:39:49.450Z

Evaluation of Referred Object Detection performance on the GeoChat-Instruct dataset, reporting metrics categorized by object size (Small, Medium, Large) and detection context (Single, Multiple).

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 | Referred Object Detection |
| Dataset (including any stated split) | GeoChat-Instruct |
| Metric | AP Small |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [AP Small](<https://www.sota2.com/research/sota/referred-object-detection-on-geochat-instruct.md?metric=AP%20Small>): Higher is better; unit: PERCENT.

- [AP Medium](<https://www.sota2.com/research/sota/referred-object-detection-on-geochat-instruct.md?metric=AP%20Medium>): Higher is better; unit: PERCENT.

- [AP Large](<https://www.sota2.com/research/sota/referred-object-detection-on-geochat-instruct.md?metric=AP%20Large>): Higher is better; unit: PERCENT.

- [AP Single Context](<https://www.sota2.com/research/sota/referred-object-detection-on-geochat-instruct.md?metric=AP%20Single%20Context>): Higher is better; unit: PERCENT.

- [AP Multiple Context](<https://www.sota2.com/research/sota/referred-object-detection-on-geochat-instruct.md?metric=AP%20Multiple%20Context>): Higher is better; unit: PERCENT.

- [Average AP](<https://www.sota2.com/research/sota/referred-object-detection-on-geochat-instruct.md?metric=Average%20AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP Small | Result date | Report paper |
| --- | --- | --- | --- |
| Earth-OneVision (2B) | 28.48 | Not recorded | 6a28f37b90966ade919c19f6 |
| EarthDial (4B) | 11.43 | Not recorded | 6a28f37b90966ade919c19f6 |
| InternVL2 (8B) | 7.2 | Not recorded | 6a28f37b90966ade919c19f6 |
| InternVL2 (4B) | 6.3 | Not recorded | 6a28f37b90966ade919c19f6 |
| GeoChat (7B) | 2.9 | Not recorded | 6a28f37b90966ade919c19f6 |

### Earth-OneVision (2B)

AP Small: 28.48. Result ID: 6a2a743afbc373592c279995.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37b90966ade919c19f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f37b90966ade919c19f6.md>)

Recorded evaluation configuration: {"Parameters":"2B"}. This record does not assert independent reproduction.

### EarthDial (4B)

AP Small: 11.43. Result ID: 6a2a743afbc373592c279994.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37b90966ade919c19f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77e01e209131cea75bfc.md>)

Recorded evaluation configuration: {"Parameters":"4B"}. This record does not assert independent reproduction.

### InternVL2 (8B)

AP Small: 7.2. Result ID: 6a2a743afbc373592c279992.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37b90966ade919c19f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c7f.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction.

### InternVL2 (4B)

AP Small: 6.3. Result ID: 6a2a743afbc373592c279991.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37b90966ade919c19f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c7f.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: {"Parameters":"4B"}. This record does not assert independent reproduction.

### GeoChat (7B)

AP Small: 2.9. Result ID: 6a2a743afbc373592c279993.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f37b90966ade919c19f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea50865.md>)

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

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