# Object Detection on FSOD (mAP50 L1, L2, L3)

Source: [Object Detection on FSOD (mAP50 L1, L2, L3)](<https://www.sota2.com/research/sota/object-detection-on-fsod-map50-l1-l2-l3>)

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

Data updated: 2026-02-26T06:09:57.887Z

Evaluation of Object Detection performance on the FSOD dataset, reporting mAP50 scores segmented across Levels L1, L2, and L3.

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) | FSOD |
| Metric | mAP50 (L1) |
| 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 (L1)](<https://www.sota2.com/research/sota/object-detection-on-fsod-map50-l1-l2-l3.md?metric=mAP50%20(L1)>): Higher is better; unit: PERCENT.

- [mAP50 (L2)](<https://www.sota2.com/research/sota/object-detection-on-fsod-map50-l1-l2-l3.md?metric=mAP50%20(L2)>): Higher is better; unit: PERCENT.

- [mAP50 (L3)](<https://www.sota2.com/research/sota/object-detection-on-fsod-map50-l1-l2-l3.md?metric=mAP50%20(L3)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP50 (L1) | Result date | Report paper |
| --- | --- | --- | --- |
| SHiNe | 38.5 | Not recorded | 68fa73301e209131cea5b00c |
| SHiNe | 35.9 | Not recorded | 68fa73301e209131cea5b00c |
| SHiNe | 23.7 | Not recorded | 68fa73301e209131cea5b00c |
| SHiNe | 22.3 | Not recorded | 68fa73301e209131cea5b00c |
| Detic (Baseline) | 18.2 | Not recorded | 68fa73301e209131cea5b00c |
| Detic (Baseline) | 18 | Not recorded | 68fa73301e209131cea5b00c |

### SHiNe

mAP50 (L1): 38.5. Result ID: 6992ca5c3a6c31484911855f.

[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: {"Backbone":"Swin-B","Supervisory Signal":"I - LVIS","Hierarchy Type":"GT-H","Detector":"Detic"}. This record does not assert independent reproduction.

### SHiNe

mAP50 (L1): 35.9. Result ID: 6992ca5c3a6c314849118562.

[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: {"Backbone":"Swin-B","Supervisory Signal":"II - LVIS + IN-L","Hierarchy Type":"GT-H","Detector":"Detic"}. This record does not assert independent reproduction.

### SHiNe

mAP50 (L1): 23.7. Result ID: 6992ca5c3a6c314849118560.

[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: {"Backbone":"Swin-B","Supervisory Signal":"I - LVIS","Hierarchy Type":"LLM-H","Detector":"Detic"}. This record does not assert independent reproduction.

### SHiNe

mAP50 (L1): 22.3. Result ID: 6992ca5c3a6c314849118563.

[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: {"Backbone":"Swin-B","Supervisory Signal":"II - LVIS + IN-L","Hierarchy Type":"LLM-H","Detector":"Detic"}. This record does not assert independent reproduction.

### Detic (Baseline)

mAP50 (L1): 18.2. Result ID: 6992ca5c3a6c314849118561.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d211e209131cea3803c.md>)

[Implementation](<https://github.com/facebookresearch/Detic>)

Recorded evaluation configuration: {"Backbone":"Swin-B","Supervisory Signal":"II - LVIS + IN-L","Hierarchy Type":"None","Detector":"Detic"}. This record does not assert independent reproduction.

### Detic (Baseline)

mAP50 (L1): 18. Result ID: 6992ca5c3a6c31484911855e.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d211e209131cea3803c.md>)

[Implementation](<https://github.com/facebookresearch/Detic>)

Recorded evaluation configuration: {"Backbone":"Swin-B","Supervisory Signal":"I - LVIS","Hierarchy Type":"None","Detector":"Detic"}. This record does not assert independent reproduction.

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