# Object Detection on LVIS-1203 (minival)

Source: [Object Detection on LVIS-1203 (minival)](<https://www.sota2.com/research/sota/object-detection-on-lvis-1203-minival>)

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

Data updated: 2026-02-26T05:23:31.063Z

Evaluation of Object Detection performance on the minival split of the LVIS-1203 dataset, reporting APb scores.

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) | LVIS-1203 (minival) |
| Metric | APb |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [APb](<https://www.sota2.com/research/sota/object-detection-on-lvis-1203-minival.md?metric=APb>): Higher is better; unit: PERCENT.

## Recorded results

| Method | APb | Result date | Report paper |
| --- | --- | --- | --- |
| APE (D) | 64.7 | Not recorded | 68fa71581e209131cea50b01 |
| APE (B) | 62.5 | Not recorded | 68fa71581e209131cea50b01 |
| APE (C) | 62.5 | Not recorded | 68fa71581e209131cea50b01 |
| APE (A) | 60.1 | Not recorded | 68fa71581e209131cea50b01 |
| GLIP | 37.3 | Not recorded | 68fa71581e209131cea50b01 |
| G-DINO | 33.9 | Not recorded | 68fa71581e209131cea50b01 |
| UNINEXT | 18.3 | Not recorded | 68fa71581e209131cea50b01 |

### APE (D)

APb: 64.7. Result ID: 6991ab083a6c31484909c6bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Implementation](<https://github.com/shenyunhang/APE>)

Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction.

### APE (B)

APb: 62.5. Result ID: 6991ab083a6c31484909c6bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Implementation](<https://github.com/shenyunhang/APE>)

Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction.

### APE (C)

APb: 62.5. Result ID: 6991ab083a6c31484909c6bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Implementation](<https://github.com/shenyunhang/APE>)

Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction.

### APE (A)

APb: 60.1. Result ID: 6991ab083a6c31484909c6ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Implementation](<https://github.com/shenyunhang/APE>)

Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction.

### GLIP

APb: 37.3. Result ID: 6991ab083a6c31484909c6b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd91e209131cea36418.md>)

[Implementation](<https://github.com/microsoft/GLIP>)

Recorded evaluation configuration: {"Backbone":"Swin-L"}. This record does not assert independent reproduction.

### G-DINO

APb: 33.9. Result ID: 6991ab083a6c31484909c6b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6055d.md>)

[Implementation](<https://github.com/IDEA-Research/GroundingDINO>)

Recorded evaluation configuration: {"Backbone":"Swin-L"}. This record does not assert independent reproduction.

### UNINEXT

APb: 18.3. Result ID: 6991ab083a6c31484909c6b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a478.md>)

[Implementation](<https://github.com/MasterBin-IIAU/UNINEXT>)

Recorded evaluation configuration: {"Backbone":"ViT-H"}. This record does not assert independent reproduction.

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