# Object Detection on OmniCount Fruits (test)

Source: [Object Detection on OmniCount Fruits (test)](<https://www.sota2.com/research/sota/object-detection-on-omnicount-fruits-test>)

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

Data updated: 2026-02-26T05:22:54.947Z

Evaluation of Object Detection performance on the test split of the OmniCount Fruits dataset, reporting standard AP metrics.

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 | Object Detection |
| Dataset (including any stated split) | OmniCount Fruits (test) |
| Metric | AP |
| 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](<https://www.sota2.com/research/sota/object-detection-on-omnicount-fruits-test.md?metric=AP>): Higher is better; unit: PERCENT.

- [AP50](<https://www.sota2.com/research/sota/object-detection-on-omnicount-fruits-test.md?metric=AP50>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| CountGD++ | 69 | Not recorded | 69535c9653fdd5c36173dad8 |
| CountGD++ | 68 | Not recorded | 69535c9653fdd5c36173dad8 |
| CountGD++ | 67 | Not recorded | 69535c9653fdd5c36173dad8 |
| CountGD++ | 66 | Not recorded | 69535c9653fdd5c36173dad8 |
| CGD-B | 47 | Not recorded | 69535c9653fdd5c36173dad8 |

### CountGD++

AP: 69. Result ID: 699801375698665ec45ab71f.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9653fdd5c36173dad8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9653fdd5c36173dad8.md>)

Recorded evaluation configuration: {"Positive Text":true,"Internal Positive Exemplar":true,"External Positive Exemplar":false,"Negative Text":true,"Internal Negative Exemplar":true,"External Negative Exemplar":false}. This record does not assert independent reproduction.

### CountGD++

AP: 68. Result ID: 699801375698665ec45ab720.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9653fdd5c36173dad8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9653fdd5c36173dad8.md>)

Recorded evaluation configuration: {"Positive Text":true,"Internal Positive Exemplar":false,"External Positive Exemplar":true,"Negative Text":true,"Internal Negative Exemplar":false,"External Negative Exemplar":true}. This record does not assert independent reproduction.

### CountGD++

AP: 67. Result ID: 699801375698665ec45ab71d.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9653fdd5c36173dad8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9653fdd5c36173dad8.md>)

Recorded evaluation configuration: {"Positive Text":true,"Internal Positive Exemplar":true,"External Positive Exemplar":false,"Negative Text":false,"Internal Negative Exemplar":false,"External Negative Exemplar":false}. This record does not assert independent reproduction.

### CountGD++

AP: 66. Result ID: 699801375698665ec45ab71e.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9653fdd5c36173dad8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9653fdd5c36173dad8.md>)

Recorded evaluation configuration: {"Positive Text":true,"Internal Positive Exemplar":false,"External Positive Exemplar":true,"Negative Text":false,"Internal Negative Exemplar":false,"External Negative Exemplar":false}. This record does not assert independent reproduction.

### CGD-B

AP: 47. Result ID: 699801375698665ec45ab71c.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9653fdd5c36173dad8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79801e209131cea7dd3d.md>)

Recorded evaluation configuration: {"Positive Text":true,"Internal Positive Exemplar":true,"External Positive Exemplar":false,"Negative Text":false,"Internal Negative Exemplar":false,"External Negative Exemplar":false}. This record does not assert independent reproduction.

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