# Object Detection on DOTA v2.0 (val)

Source: [Object Detection on DOTA v2.0 (val)](<https://www.sota2.com/research/sota/object-detection-on-dota-v2-0-val>)

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

Data updated: 2026-02-26T05:22:54.867Z

Evaluation of Object Detection performance on the validation split of the DOTA v2.0 dataset, reporting specialized metrics like AP, APvt, APt, and APs.

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) | DOTA v2.0 (val) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-dota-v2-0-val.md?metric=AP>): Higher is better; unit: PERCENT.

- [APvt](<https://www.sota2.com/research/sota/object-detection-on-dota-v2-0-val.md?metric=APvt>): Higher is better; unit: PERCENT.

- [APt](<https://www.sota2.com/research/sota/object-detection-on-dota-v2-0-val.md?metric=APt>): Higher is better; unit: PERCENT.

- [APs](<https://www.sota2.com/research/sota/object-detection-on-dota-v2-0-val.md?metric=APs>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| Faster R-CNN w/ TOLF | 36.5 | Not recorded | 695b456653fdd5c361742f4f |
| Faster R-CNN | 35.6 | Not recorded | 695b456653fdd5c361742f4f |
| AutoAssign w/ TOLF | 35.5 | Not recorded | 695b456653fdd5c361742f4f |
| ATSS w/ TOLF | 34.1 | Not recorded | 695b456653fdd5c361742f4f |
| AutoAssign | 33.8 | Not recorded | 695b456653fdd5c361742f4f |
| FCOS w/ TOLF | 33.3 | Not recorded | 695b456653fdd5c361742f4f |
| ATSS | 32.7 | Not recorded | 695b456653fdd5c361742f4f |
| FCOS w/ RFLA | 32.1 | Not recorded | 695b456653fdd5c361742f4f |
| FCOS | 31.8 | Not recorded | 695b456653fdd5c361742f4f |

### Faster R-CNN w/ TOLF

AP: 36.5. Result ID: 6997f2d95698665ec44c3ceb.

[Reporting paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

Recorded evaluation configuration: {"Framework":"Faster R-CNN","Enhanced with":"TOLF"}. This record does not assert independent reproduction.

### Faster R-CNN

AP: 35.6. Result ID: 6997f2d95698665ec44c3cea.

[Reporting paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f8655.md>)

[Implementation](<https://github.com/shaoqingren/faster_rcnn>)

Recorded evaluation configuration: {"Framework":"Faster R-CNN"}. This record does not assert independent reproduction.

### AutoAssign w/ TOLF

AP: 35.5. Result ID: 6997f2d95698665ec44c3cf0.

[Reporting paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

Recorded evaluation configuration: {"Framework":"AutoAssign","Enhanced with":"TOLF"}. This record does not assert independent reproduction.

### ATSS w/ TOLF

AP: 34.1. Result ID: 6997f2d95698665ec44c3ce9.

[Reporting paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

Recorded evaluation configuration: {"Framework":"ATSS","Enhanced with":"TOLF"}. This record does not assert independent reproduction.

### AutoAssign

AP: 33.8. Result ID: 6997f2d95698665ec44c3cef.

[Reporting paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e8a7.md>)

Recorded evaluation configuration: {"Framework":"AutoAssign"}. This record does not assert independent reproduction.

### FCOS w/ TOLF

AP: 33.3. Result ID: 6997f2d95698665ec44c3cee.

[Reporting paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

Recorded evaluation configuration: {"Framework":"FCOS","Enhanced with":"TOLF"}. This record does not assert independent reproduction.

### ATSS

AP: 32.7. Result ID: 6997f2d95698665ec44c3ce8.

[Reporting paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67cd1e209131cea188a9.md>)

[Implementation](<https://github.com/sfzhang15/ATSS>)

Recorded evaluation configuration: {"Framework":"ATSS"}. This record does not assert independent reproduction.

### FCOS w/ RFLA

AP: 32.1. Result ID: 6997f2d95698665ec44c3ced.

[Reporting paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dac1e209131cea3b5ee.md>)

[Implementation](<https://github.com/Chasel-Tsui/mmdet-rfla>)

Recorded evaluation configuration: {"Framework":"FCOS","Enhanced with":"RFLA"}. This record does not assert independent reproduction.

### FCOS

AP: 31.8. Result ID: 6997f2d95698665ec44c3cec.

[Reporting paper](<https://www.sota2.com/research/paper/695b456653fdd5c361742f4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66361e209131cea0ed2a.md>)

[Implementation](<https://www.sota2.com/tinyurl.com/FCOSv1>)

Recorded evaluation configuration: {"Framework":"FCOS"}. This record does not assert independent reproduction.

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