# Object Detection on iNatLoc Level L2 (test)

Source: [Object Detection on iNatLoc Level L2 (test)](<https://www.sota2.com/research/sota/object-detection-on-inatloc-level-l2-test>)

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

Data updated: 2026-02-26T06:09:56.147Z

Evaluation of Object Detection performance on the test split of the iNatLoc Level L2 dataset, reporting standard detection metrics such as mAP50.

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) | iNatLoc Level L2 (test) |
| Metric | mAP50 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [mAP50](<https://www.sota2.com/research/sota/object-detection-on-inatloc-level-l2-test.md?metric=mAP50>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP50 | Result date | Report paper |
| --- | --- | --- | --- |
| SHiNe | 77.2 | Not recorded | 68fa73301e209131cea5b00c |
| SHiNe | 75.2 | Not recorded | 68fa73301e209131cea5b00c |
| VLDet | 71.2 | Not recorded | 68fa73301e209131cea5b00c |
| SHiNe | 66 | Not recorded | 68fa73301e209131cea5b00c |
| SHiNe | 65.3 | Not recorded | 68fa73301e209131cea5b00c |
| CoDet | 61.3 | Not recorded | 68fa73301e209131cea5b00c |

### SHiNe

mAP50: 77.2. Result ID: 6992ca5c3a6c3148491184d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73301e209131cea5b00c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73301e209131cea5b00c.md>)

[Implementation](<https://github.com/naver/shine>)

Recorded evaluation configuration: {"Base Detector":"VLDet","Hierarchy Type":"LLM-H","Backbone":"Swin-B","Supervision":"LVIS + CC3M"}. This record does not assert independent reproduction.

### SHiNe

mAP50: 75.2. Result ID: 6992ca5c3a6c3148491184d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73301e209131cea5b00c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73301e209131cea5b00c.md>)

[Implementation](<https://github.com/naver/shine>)

Recorded evaluation configuration: {"Base Detector":"VLDet","Hierarchy Type":"GT-H","Backbone":"Swin-B","Supervision":"LVIS + CC3M"}. This record does not assert independent reproduction.

### VLDet

mAP50: 71.2. Result ID: 6992ca5c3a6c3148491184cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73301e209131cea5b00c.md>)

Recorded evaluation configuration: {"Backbone":"Swin-B","Supervision":"LVIS + CC3M"}. This record does not assert independent reproduction.

### SHiNe

mAP50: 66. Result ID: 6992ca5c3a6c3148491184ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73301e209131cea5b00c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73301e209131cea5b00c.md>)

[Implementation](<https://github.com/naver/shine>)

Recorded evaluation configuration: {"Base Detector":"CoDet","Hierarchy Type":"LLM-H","Backbone":"Swin-B","Supervision":"LVIS + CC3M"}. This record does not assert independent reproduction.

### SHiNe

mAP50: 65.3. Result ID: 6992ca5c3a6c3148491184cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73301e209131cea5b00c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73301e209131cea5b00c.md>)

[Implementation](<https://github.com/naver/shine>)

Recorded evaluation configuration: {"Base Detector":"CoDet","Hierarchy Type":"GT-H","Backbone":"Swin-B","Supervision":"LVIS + CC3M"}. This record does not assert independent reproduction.

### CoDet

mAP50: 61.3. Result ID: 6992ca5c3a6c3148491184cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73301e209131cea5b00c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71051e209131cea4ea2c.md>)

[Implementation](<https://github.com/CVMI-Lab/CoDet>)

Recorded evaluation configuration: {"Backbone":"Swin-B","Supervision":"LVIS + CC3M"}. This record does not assert independent reproduction.

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