# Object Detection on ICDAR ReCTS 2019 (test)

Source: [Object Detection on ICDAR ReCTS 2019 (test)](<https://www.sota2.com/research/sota/object-detection-on-icdar-rects-2019-test>)

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

Data updated: 2026-02-26T05:22:45.290Z

Evaluation of Object Detection performance on the test split of the ICDAR ReCTS 2019 dataset, measured using standard detection metrics like AP, AP50, and AP75.

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) | ICDAR ReCTS 2019 (test) |
| Metric | AP |
| 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

- [AP](<https://www.sota2.com/research/sota/object-detection-on-icdar-rects-2019-test.md?metric=AP>): Higher is better; unit: PERCENT.

- [AP50](<https://www.sota2.com/research/sota/object-detection-on-icdar-rects-2019-test.md?metric=AP50>): Higher is better; unit: PERCENT.

- [AP75](<https://www.sota2.com/research/sota/object-detection-on-icdar-rects-2019-test.md?metric=AP75>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| Box2Mask-T | 53.9 | Not recorded | 68fa6e1c1e209131cea3dd86 |
| Box2Mask-C | 44.6 | Not recorded | 68fa6e1c1e209131cea3dd86 |
| BoxInst | 42.6 | Not recorded | 68fa6e1c1e209131cea3dd86 |
| DiscoBox | 41.6 | Not recorded | 68fa6e1c1e209131cea3dd86 |

### Box2Mask-T

AP: 53.9. Result ID: 699003c53a6c314849fd7d36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e1c1e209131cea3dd86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e1c1e209131cea3dd86.md>)

[Implementation](<https://github.com/LiWentomng/boxlevelset>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Supervision":"horizontal bounding box","Box generation":"mask prediction"}. This record does not assert independent reproduction.

### Box2Mask-C

AP: 44.6. Result ID: 699003c53a6c314849fd7d35.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e1c1e209131cea3dd86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e1c1e209131cea3dd86.md>)

[Implementation](<https://github.com/LiWentomng/boxlevelset>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Supervision":"horizontal bounding box","Box generation":"mask prediction"}. This record does not assert independent reproduction.

### BoxInst

AP: 42.6. Result ID: 699003c53a6c314849fd7d34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e1c1e209131cea3dd86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68dd1e209131cea1ecd6.md>)

[Implementation](<https://git.io/AdelaiDet>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Supervision":"horizontal bounding box","Box generation":"mask prediction"}. This record does not assert independent reproduction.

### DiscoBox

AP: 41.6. Result ID: 699003c53a6c314849fd7d33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e1c1e209131cea3dd86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a211e209131cea26360.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Supervision":"horizontal bounding box","Box generation":"mask prediction"}. This record does not assert independent reproduction.

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