# Object Detection on COCO novel and all classes

Source: [Object Detection on COCO novel and all classes](<https://www.sota2.com/research/sota/object-detection-on-coco-novel-and-all-classes>)

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

Data updated: 2026-02-26T06:09:57.907Z

Evaluation of Object Detection performance on the COCO dataset, specifically reporting metrics for both novel classes and the complete set of classes.

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) | COCO novel and all classes |
| Metric | mAP50 (Novel) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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 (Novel)](<https://www.sota2.com/research/sota/object-detection-on-coco-novel-and-all-classes.md?metric=mAP50%20(Novel)>): Higher is better; unit: PERCENT.

- [mAP50 (All)](<https://www.sota2.com/research/sota/object-detection-on-coco-novel-and-all-classes.md?metric=mAP50%20(All)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP50 (Novel) | Result date | Report paper |
| --- | --- | --- | --- |
| SHiNe | 24.3 | Not recorded | 68fa73301e209131cea5b00c |
| Detic | 24 | Not recorded | 68fa73301e209131cea5b00c |
| SHiNe | 3.2 | Not recorded | 68fa73301e209131cea5b00c |
| Detic | 1.3 | Not recorded | 68fa73301e209131cea5b00c |

### SHiNe

mAP50 (Novel): 24.3. Result ID: 6992ca5c3a6c31484911853c.

[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: {"Weak supervisory signal (D\_weak)":"COCO Captions","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Detic

mAP50 (Novel): 24. Result ID: 6992ca5c3a6c31484911853b.

[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: {"Weak supervisory signal (D\_weak)":"COCO Captions","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### SHiNe

mAP50 (Novel): 3.2. Result ID: 6992ca5c3a6c31484911853a.

[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: {"Weak supervisory signal (D\_weak)":"N/A","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Detic

mAP50 (Novel): 1.3. Result ID: 6992ca5c3a6c314849118539.

[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: {"Weak supervisory signal (D\_weak)":"N/A","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

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